{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "\n",
    "import numpy as np\n",
    "from scipy.spatial.distance import cosine"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Functions for plotting the sphere"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_plot_params():\n",
    "    \"\"\"\n",
    "    \"\"\"\n",
    "    rcParams['font.family'] = 'serif'\n",
    "    rcParams['font.size'] = 25\n",
    "\n",
    "\n",
    "def points_to_draw_sphere(radius, center, how_many):\n",
    "    u, v = np.linspace(0, 2*np.pi, how_many), np.linspace(0, np.pi, how_many)\n",
    "    u, v = np.meshgrid(u, v)\n",
    "    x = np.cos(u)*np.sin(v) * radius - center[0]\n",
    "    y = np.sin(u)*np.sin(v) * radius - center[1]\n",
    "    z = np.cos(v) * radius - center[2]\n",
    "    return x, y, z\n",
    "\n",
    "\n",
    "def plot_3d_sphere(ax, center, radius, **kwargs):\n",
    "    \"\"\"\n",
    "    \"\"\"\n",
    "    plot_center = kwargs.get('plot_center', False)\n",
    "    plot_wireframe = kwargs.get('plot_wireframe', False)\n",
    "    ax.view_init(30, 45)\n",
    "    ax.set_aspect('auto')\n",
    "    x, y, z = points_to_draw_sphere(radius, center, how_many=80)\n",
    "    ax.plot_surface(x, y, z, color='violet', alpha=0.15)\n",
    "    if plot_wireframe: \n",
    "        x, y, z = points_to_draw_sphere(radius, center, how_many=10)\n",
    "        ax.plot_wireframe(x, y, z, color='gray', alpha=0.25, linewidth=1, linestyle='--')\n",
    "    if plot_center: ax.scatter(xs=center[0], ys=center[1], zs=center[2], color='firebrick', s=50, zorder=0.99)\n",
    "\n",
    "\n",
    "def plot_3d_vectors(ax, vectors, **kwargs):\n",
    "    \"\"\"\n",
    "    \"\"\"\n",
    "    title = kwargs.get('title', '')\n",
    "    symmetric_range = kwargs.get('symmetric_range', True)\n",
    "    num_ticks = kwargs.get('num_ticks', 5)\n",
    "\n",
    "    min_x, max_x = np.round(vectors[:,0].min(), 1), np.round(vectors[:,0].max(), 1)\n",
    "    min_y, max_y = np.round(vectors[:,1].min(), 1), np.round(vectors[:,1].max(), 1)\n",
    "    min_z, max_z = np.round(vectors[:,2].min(), 1), np.round(vectors[:,2].max(), 1)\n",
    "    \n",
    "    if symmetric_range:\n",
    "        lim_x = np.max([np.abs(min_x), np.abs(max_x)])\n",
    "        xticks = np.linspace(-lim_x, lim_x, num_ticks)\n",
    "        lim_y = np.max([np.abs(min_y), np.abs(max_y)])\n",
    "        yticks = np.linspace(-lim_y, lim_y, num_ticks)\n",
    "        lim_z = np.max([np.abs(min_z), np.abs(max_z)])\n",
    "        zticks = np.linspace(-lim_z, lim_z, num_ticks)\n",
    "    else:\n",
    "        xticks = np.linspace(min_x, max_x, num_ticks)\n",
    "        yticks = np.linspace(min_y, max_y, num_ticks)\n",
    "        zticks = np.linspace(min_z, max_z, num_ticks)\n",
    "\n",
    "\n",
    "    ax.scatter(xs=vectors[:,0], ys=vectors[:,1], zs=vectors[:,2])\n",
    "    ax.set_title(title)\n",
    "    ax.set(xticks=xticks, xticklabels=xticks,\n",
    "           yticks=yticks, yticklabels=yticks,\n",
    "           zticks=zticks, zticklabels=zticks)\n",
    "\n",
    "\n",
    "def plot_3d_representative_center(ax, point, hyperpshere_center):\n",
    "    \"\"\"\n",
    "    \"\"\"\n",
    "    ax.scatter(point[0], point[1], point[2], color='darkorange', s=50, zorder=1.0)\n",
    "    ax.plot(xs=[point[0], hyperpshere_center[0]], \n",
    "            ys=[point[1], hyperpshere_center[1]],\n",
    "            zs=[point[2], hyperpshere_center[2]],\n",
    "            color='darkorange', linewidth=4)\n",
    "\n",
    "\n",
    "def plot_density(ax, distances, n_quantiles, **kwargs):\n",
    "    \"\"\"\n",
    "    \"\"\"\n",
    "    # distances_q = np.quantile(distances, quantiles)\n",
    "    title = kwargs.get('title', '')\n",
    "    distances_q, _ = np.histogram(distances, bins=n_quantiles, density=True)\n",
    "    quantiles = np.linspace(0.0, 1.0, n_quantiles)\n",
    "    ax.bar(quantiles, distances_q, width=0.2, color='magenta', alpha=0.5)\n",
    "    ax.set_title(title)\n",
    "    ax.set(xticks=quantiles, xticklabels=quantiles)\n",
    "    # ax.hist(distances, bins=bins, density=True, color='magenta')\n",
    "\n",
    "\n",
    "def plot_3d_latent_space(**kwargs):\n",
    "    \"\"\"\n",
    "    \"\"\"\n",
    "    center = kwargs.get('center', np.zeros(3))\n",
    "    radius = kwargs.get('radius', 1)\n",
    "    plot_center = kwargs.get('plot_center', False)\n",
    "    plot_wireframe = kwargs.get('plot_wireframe', False)\n",
    "    titles = kwargs.get('titles', ['', ''])\n",
    "    \n",
    "    set_plot_params()\n",
    "    fig = plt.figure(num=0, figsize=(15,12))\n",
    "    fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(24,12), subplot_kw={'projection':None})\n",
    "    \n",
    "    ax1.set_axis_off()\n",
    "    ax1 = fig.add_subplot(1, 2, 1, projection='3d')\n",
    "    plot_3d_sphere(ax1, center, radius, plot_center=plot_center, plot_wireframe=plot_wireframe, title=titles[0])\n",
    "\n",
    "    vectors = np.random.normal(size=(100, 3))\n",
    "    vectors = vectors / np.linalg.norm(vectors, ord=2, axis=1, keepdims=True)\n",
    "    plot_3d_vectors(ax1, vectors, title=titles[0])\n",
    "    plot_3d_representative_center(ax1, vectors[-1,:], np.zeros(3))\n",
    "    \n",
    "    distances = np.stack([(cosine(vectors[i,:], vectors[-1,:])) for i in range(vectors.shape[0])])\n",
    "    plot_density(ax2, distances=distances, n_quantiles=5, title=titles[1])\n",
    "\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1080x864 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1728x864 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_3d_latent_space(radius=1, plot_center=True, plot_wireframe=True, titles=['Latent vectors', 'Distribution of distances\\nfrom the representative center'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plots of the anomaly scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "error_per_person_scene_12_scenario_4.npy\n",
      "error_per_person_scene_13_scenario_8.npy\n",
      "error_per_person_scene_15_scenario_5.npy\n",
      "error_per_person_scene_17_scenario_5.npy\n",
      "error_per_person_scene_17_scenario_9.npy\n",
      "error_per_person_scene_1_scenario_6.npy\n",
      "error_per_person_scene_1_scenario_7.npy\n",
      "error_per_person_scene_21_scenario_1.npy\n",
      "error_per_person_scene_27_scenario_3.npy\n",
      "error_per_person_scene_2_scenario_1.npy\n",
      "error_per_person_scene_3_scenario_2.npy\n",
      "error_per_person_scene_5_scenario_8.npy\n",
      "error_per_person_scene_7_scenario_6.npy\n",
      "error_per_person_scene_8_scenario_2.npy\n",
      "error_per_person_scene_9_scenario_7.npy\n"
     ]
    }
   ],
   "source": [
    "# this is the path to the anomaly score files. You can save the scores as .npy files in the evaluation function of the model\n",
    "!ls ./data/ubnormal/saved_clip_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\" \n",
    "This code is shown as an example. It assumes that \n",
    "1. `base_path` contains the .npy files with the anomaly scores for the clips to visualize; \n",
    "2. `ground_truth_path` contains the .npy files with the ground truth masks corresponding to the clips to visualize\n",
    "\"\"\"\n",
    "\n",
    "base_path = './data/ubnormal/saved_clip_scores/'\n",
    "scene, clip = (8,2)\n",
    "model_anomaly_scores_path = base_path + f'error_per_person_scene_{scene}_scenario_{clip}.npy' \n",
    "ground_truth_path = f'./data/ubnormal/saved_clip_scores/gt_masks/scene_{scene}_scenario_{clip}.npy'\n",
    "\n",
    "error_per_person = np.load(model_anomaly_scores_path)\n",
    "gt = np.load(ground_truth_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8, 461)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "error_per_person.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "This is an example of post-processing of the clips' anomaly score. Make sure that this function matches the actual one of the official codebase\n",
    "to avoid inconsistent visualizations.\n",
    "\"\"\"\n",
    "\n",
    "from scipy.ndimage import gaussian_filter1d\n",
    "\n",
    "def score_process(score, win_size=50, dataname='STC', use_scaler = False):\n",
    "        \n",
    "    scores_shifted = np.zeros_like(score)\n",
    "    shift = 8 + (8 // 2) - 1\n",
    "    scores_shifted[shift:] = score[:-shift]\n",
    "    score = gaussian_filter1d(scores_shifted, win_size)\n",
    "        \n",
    "    return score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "\"\"\"\n",
    "Example of operations to clean the scores of scene 27 scenario 3\n",
    "\"\"\"\n",
    "\n",
    "error_per_person[3,:] = 0\n",
    "error_per_person[3,:100] = error_per_person[7,:100]\n",
    "error_per_person[7,:100] = 0 \n",
    "error_per_person[3,94:100] = 0\n",
    "error_per_person[8,:100] = 0\n",
    "error_per_person[3, :100] = error_per_person[3, :100] + error_per_person[6,:100]\n",
    "error_per_person[7,300:] = error_per_person[7,300:] + error_per_person[6,300:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "reconstructed = [error_per_person[0,:]+error_per_person[2,:]+error_per_person[5,:],\n",
    "                 error_per_person[1,:]+error_per_person[9,:],\n",
    "                 error_per_person[3,:],\n",
    "                 error_per_person[7,:],\n",
    "                 error_per_person[8,:]]\n",
    "reconstructed = np.stack(reconstructed, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "Visualize the anomaly scores of each person throughout the clip, as well as the corresponding ground-truth (redish rectangle)\n",
    "\"\"\"\n",
    "\n",
    "step = 1\n",
    "frames = np.arange(stop=error_per_person.shape[1], step=step)\n",
    "clip_score = score_process(np.amax(error_per_person, axis=0), win_size=50)[::step]\n",
    "reconstructed = error_per_person\n",
    "\n",
    "_ = plt.figure(figsize=(20,8))\n",
    "\n",
    "colors = ['darkorange', 'deepskyblue', 'forestgreen', 'darkmagenta', 'olivedrab']\n",
    "\n",
    "\n",
    "for i in range(reconstructed.shape[0]):\n",
    "\n",
    "    plt.plot(frames, reconstructed[i,::step], linewidth=2.5, label='Person {}'.format(i+1))\n",
    "\n",
    "plt.plot(frames, clip_score, linewidth=3.5, linestyle='--', label='Smoothed clip score')\n",
    "# plt.plot(frames, gt[::step]/10, linewidth=2, color='firebrick')\n",
    "plt.fill_between(frames, gt[::step]/10, 0, color='tomato', alpha=0.5, label='Ground-truth')\n",
    "plt.yscale('log')\n",
    "plt.xlabel('Frames')\n",
    "plt.ylabel('$\\log$-distance')\n",
    "plt.legend(loc='upper left', ncol=2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iuTMIIwOAkSNUAgAABNmL+2slSef7ESrPmpwjSVp3sD6gYwKAQCFUAgAABNmL+2o0Lj1RMwvShn3tjHFpykqJ17pDhEoAkYlQCQAAEETWWr1+uEFnTcmWMWbY1zscRssnZWvdoTpaiwCISIRKL4wxq40x9zU3N4d7KAAAYJQ6VNumhvYenTkx2+97LJ+crRPNXTpa3xHAkQFAYBAqvbDWrrHW3up0OsM9FAAAMEq9caRBkrR0Ypbf9zh7St++ylcP1gVkTAAQSIRKAACAIFp/pEF5aQmakJ3s9z1Ks5NV4EzUa+yrBBCBCJUAAABBYq3VG4cbtGRill/7KQcYY7SkNEsbjzWwrxJAxCFUAgAABElFY6eqWrq0bARLXwecMSFT1S3dqmyiXyWAyEKoBAAACJL1AdhPOeCMCZmSpE3HGkd8LwAIJEIlAABAkGwpb1RqQqym5Q2/P+XJZoxLU3J8DKESQMQhVAIAAATJ9opmzS10yuHwfz/lgNgYhxaWZGjjUUIlgMgSG+4BAAAARKNul1t7TrToo+dMDNg9zyjJ1D0vHFRbt0upCbyMg2+6et36x/YT2lvVopZOl86YkKnzZ+QpNy0h3ENDlOCnEQAAQBDsPdGqXrfV/KKMgN3zjNIseay0paxRK6bmBuy+iF5PbKnU3f/aq6qWLsXHOpQUF6OHN5YrLTFW3752rq6aPz7cQ0QUIFQCAAAEwfaKJknSvCJnwO65oDhDkrS1rIlQCa+stfr+0/v08xcOaUFxhn74nvk6c1K2jJF2HW/Rf/1tpz794BaV1bfrkxdMDfdwMcqxpxIAACAItlU0KzslXoUZSQG7pzMpTpNyUrStojlg90R0uvvfe/XzFw7phiXFeuwTy3XWlBw5HEbGGM0pdOqRjy/X1QvG6/tP79fTu6rCPVyMcoRKAACAINhW3qR5RU4ZM/IiPYPNL87QtoomWWsDel9Ej39sP6FfvXRYH1hWov+5bq5iY975kj8uxqHvXj9P84uc+uzDW1XR2BGGkSJaECoBAAACzOWxOljbpvn9y1UDaV6RU7Wt3apq6Qr4vTH6ldV36IuPbdMZEzL1tdWzvb6pkRgXo59/YJFcHqvvP7UvhKNEtIn6UGmMyTbGfMUYs80YU2+MaTbGrDXGXBfusQEAgOjU2uWStdKc8YHbTzlgIKhuK2cJLN7pG0/ukpF0z/sXKj729C/1izKT9bFzJuqJrcff3AcMDFfUh0pJayR9VtKnJOVIKpC0TdLjxphPh3NgAAAgOrV2uyRJM8enB/zeswrSFesw2kYAwEle2FejZ/fU6FOrpqrA6fte3ttWTlZ2Sry++++9QRwdotlYCJUOSd+01r5s+3RI+oykY5K+bYyhQQ8AAAio1q5epSfGarwzMeD3ToyL0YyCNGaV8DZuj9W3ntytSTkp+ujZw+uNmpYYp1vOnaRXD9Zrf3VrkEaIaDYWQuVvJf1t8DestS5JmySlSpoRjkEBAIDo1drl0oyC9IAX6RkwryhD2yua5fFQrAd9ntpVpUO17frcxdN8WvZ6snefUaT4GIf++PqxIIwO0S7qQ6W19lfW2rIhDsX1f2wI5XgAAEB0s7Jq63Jp5ri0oD1jQVGGWrtcOlLfHrRnYPSw1ureFw+pNDtZl80p8Ose2akJumJegf6yuVLt/cu3AV/5HSqNMQ5jzB3GmBZjjDXGlPp4XYIx5kvGmC3GmFZjTJMx5jVjzCeMMSEJuabvbcNFkjZba8tD8UwAp+dye3T/2iNae6Au3EMBAL/1uq1cHqsZBYHfTzlgXnFfASCWwEKSXj1Yrx2Vzfr4eZMV4/B/dvyDZ5aordulv209HsDRYSzwK8QZY2ZLWivpHkk+vw1njMmRtEHS3ZLWS7pM0nWSTki6V9IzxpjAbz54p9WSCiX9vxA8C4APqlu69L5fv65vPLlbN/1uvZ7bUx3uIQGAX7pdbknSzCCGyql5aUqOj6ECLCRJv1t3RDmpCbpuUeGI7rOoJFOTc1O0ZhuhEsMTO9wLjDFfl/Rl9YXCu/s/99WjkuZK+om19s5B93xB0l8lXa2+cHnTEM9NkXStj89pstY+eYrxOyX9WNI91tp/D2PsAILo62t2aWdli+6+bq7+vL5Mt/1xs/56x1maHYRy/AAQTN29HknStPzUoD0jxmE0Z7yTCrBQVXOXnt9bo0+cN1kJsTEjupcxRpfNKdAvXjyo+rZuZadSzxK+8Wem8k71teg4V5LPXVKNMddLWimpS9Jdg49Za62kr/R/+WFjzBlD3CJX0h98/HP3KcYQI+khSfv7/x4AIkBNS5ee3lWtG5dP0A1LS/TATUsV4zAUCwAwKnW5PEqJj1Fy/LDfux+WeUVO7Treoh6XJ6jPQWR7fHOFPFZ6z+LigNzv0jnj5LHSM7tZMQTf+RMqZ1lrf9EfBIfj5v6Pz1trm04+aK3dI2mPJCPpo0NcXyYp08c/y0++uH8f5a8lZUi63lrrHub4AQTJIxvL5fJYvW9piSQpMyVel80Zpye3nVBXL/+rAhhdul1upSYGN1BK0vziDPW4PLSAGMM8HquHN5Rr+aRsleakBOSes8enqzgrSf/aWRWQ+2FsGHaotNZWDvcaY0y8pFX9X27wcurAsSuGeK7HWtvk45+hfrp+X9ISSZdba9v7x1VqjMke7t8HQOC4PVYPri/XOVNyNHHQL8TrzyhSa7dLT/NOKYBRpNvlVq/Lo9SEEITKogxJYgnsGPbGkQaVNXTohqWBmaWU3loCu+5QnZo7ewN2X0S3ULUUmam3Wngc9XLewLEJ/XsfA8IY81VJ10i62FrbOOjQXeor2jPUNbcaYzYaYzbW1tYGaigATvLGkXpVNnW+OUs5YPmkbI13JurxTRVhGhkADN/Rug5ZSSkhCJXFWUnKTI7TtvKmoD8Lkenv244rOT5GF88aF9D7XjwrX71uSzV2+CxUoXLwq0VvCW3wsaJAPNgYc5ukb6qvWu3HjTF3DfyRtOBU11lr77PWLrbWLs7NzQ3EUAAM4bVD9YpxGJ03/e3/nzkcRtcsLNQrB2rV0sU7pQBGh4M1bZIUkplKY4zmFWVoewUVYMeiXrdH/9p5QhfNyldS/MgK9JxsQXGGUhNitfYgoRK+Cf5PvD6D2450eTlv8LFA1eH+Uv/HDwXofgAC6I3DDZozPn3IF2DnTM3RL148pE3HGnX+9LwwjA4AhudgTZsmKzQzlZI0v8ipe16oVWePO+DBApHt1YN1auro1ZXzxgf83rExDp05KVuvEirho1DNVIaNtbbUWmu8/PlduMcIjFVdvW5tLW/SsklDb21eWJypuBij9UcaQjwyAPDPwdo2xcU4FON///lhmVuUIY+Vdh1ntnKsWbPthNISY3XutJyg3P+cKdkqa+hQWX1HUO6P6BKqUDm4cE6il/MGH2sJ0lh8ZoxZbYy5r7mZH9RAMGwpa1KP26NlE7OGPJ4UH6N5RRmESgCjxoHqVsXHhu49+3lFfSUoWAI7tvS4PHp6V5UumT1uxL0pT+WcqX1h9dVDzFbi9EL1U69s0OfeNigOPhb26hzW2jXW2ludTpqvA8Hw+uF6GSMtLh06VErS0olZ2l7RpM4eWosAiGxuj9XhuvaQhsr89ETlpydoOxVgx5T1RxrU2u3SxbPyg/aMybmpyk9PYF8lfBKqn3p7JA1U2ij1ct7AsWPWWt5yA6LcG0fqNXt8upxJcac8Z+nELPW6rbaUN57yHACIBBWNHepxeZQQwlApqa9YTyUvm8aSZ/dUKz7W8eZsYjAYY3T2lBy9dqhew29Pj7EmJD/1rLU9kp7r/3Kxl1OX9H/8R3BHBCDc3B6rreVNWuJlllKSzpiQKWPEElgAEW+g8msoZyolaV6hU4dr26mUPUZYa/Xc3mqdPTlbyfHBLQi1tDRLDe09OlLXHtTnYPQL5U+93/R/XDVUD0pjzAz19bO0ku4P4bhOiT2VQPAcq29XV69Hswq8F3pOT4zTzHHp2niUmUoAkW0gVAZrj9upzCvOkCTtZLZyTDhQ06byhk5dGMSlrwPOmJApSdp4jN/B8C5kodJa+7ikl9RXjOdrg48ZY4yk7/R/+YC1dlOoxuUNeyqB4NlX1Ve/a/q4tNOc2VeIYtfxZpbfAIhoR+ralZ0SrxgTotKv/eYWUqxnLHl2T7UkadWM4IfKybmpcibFaTOhEqcx7DlzY0yepIGGcYWDDk0zxqT2f37EWjvUPPm7JD0v6bPGmCRJf5QUL+kOSdf2H7ttuGMCMPrsq26VMdLUvNOHytmFTj20oVzHm7tUmJEUgtEBwPAdqWtXaU5K35qrEMpKiVdxVpJ2ECrHhOf21GhOYbrGOb01VAgMh8NoUUmGNhEqcRr+zFTeLmlH/59vDfr+U4O+v2SI62Stres/9mVJy/uveUJSUf99L7LWdvkxJgCjzL6qVpVmp/jUrHvO+L4lsiztAhDJjta3qzQ7JSzPnleYoW1UgI169W3d2lzWGJJZygFnTMjUgZo2NXX0hOyZGH2GHSqttXdZa81p/rzo5fpua+13rbULrLWp1lqntfZMa+291lrPiP42AEaNfVWtmpafevoTJc0sSFeMw2gXoRJAhGrvdqm6pVuTcsMUKoucqmjsVEM7L/yj2Qv7amWtdOHMUIbKvoJ6W8qaQvZMjD6hLU82ylCoBwiOrl63jta3a/o470V6BiTGxWhKbqp2Hm8J8sgAwD9H6/t2/YRrpnJu0cC+yqawPB+h8dyeauWnJ2hOoW+/PwNhfrFTMQ6jjceowo5TI1R6QaEeIDgO1rTJY6UZPhTpGTC7MJ3lrwAi1tG6DklSaU5yWJ4/UKyHfZXRq9vl1sv7a3XBjHyZEBaDSo6P1fT8NApBwStCJYCQ29tf+XVa/jBC5Xinalq7VdPKtmsAkSfcM5VpiXGalJuibbzwj1rrjzSovcetC2fmnf7kAJtb6NSOSqqw49QIlQBCbn91q+JjHSrN9v0d/YFiPbtYAgsgAh2pa1deWoJSEoLbjN6b+UUZ2lHZFLbnI7he3l+r+BiHzpqcE/Jnzy1yqqmjVxWNnSF/NkYHQiWAkNtb1aopuamKjfH9R9CsgVDJElgAEejoQDuRMJpb6FR1S7eqW1jREY1eOVCnxaWZPlVND7SB5dVsQ8GpECoBhNy+qpZh7aeU+pZ2TcxJ0c5KZioBRJ6j9e2aGKalrwPmFw8U6+GFf7Spae3S3qpWrZiaG5bnTx+XpliH0Q5CJU6BUOkF1V+BwGvq6FF1S7emDzNUStLs8enaeZz/HwFEltauXtW19WhimNqJDJhV0Felkwqw0efVg3WSpBVTQ7/0Veqrwj4tP41QiVMiVHpB9Vcg8PYNFOnxI1TOKezrw0YDZgCR5Fh9f+XXYewTD4ak+BhNzUtlpjIKvbK/Tlkp8ZpVELpWIiebW+jUTor14BQIlQBCal91X6gc7vJXSZozvu8NHor1AIgkZQ19obIkK7wzlZI0r8ip7RVNvPCPItZavXKwTmdPyZHDEbpWIiebU+RUY0evKpso1oN3IlQCCKl9Va1KT4zVuPTEYV87u79YD4UCAESS8v5QWZyVFOaRSPOKMtRIlc6osq+6VbWt3VoxJTxLXwdQrAfeECoBhNS+qlZNH5fmV+PmzJR4FWYkaSczlQAiSFlDhzKS45SWGBfuoWheEcV6os3aA337Kc8J037KATMo1gMvCJUAQsZaq33VrX4V6Rkwe3y6dlGsB0AEKW/sVHFmePdTDpg+Lk3xMQ5tp19l1HjlQJ0m56ZofEZ4Z8IT42I0NT9NO6jCjiEQKgGEzInmLrV2uTR9nP+FBuYUOnWkrl1t3a4AjgwA/FfR0KGSrMgIlQmxMZpRkKbt5bz5Fg26et1640h92FqJnGxuYTrFejAkQqUXtBQBAmug8uv0fP9nKucUpstaac8J3ikFEH4ej1VFY6eKImA/5YB5RX1VOj0eXviPdpuPNaqr1xO2ViInm1voVEN7j443d4V7KIgwhEovaCkCBNZA5dcRhcrxFAoAEDmqW7vU4/ZEzPJXSZpXmKHWbpeO1LeHeygYoZcP1CnWYbRsUna4hyKpb7WQJO1gzy5OQqgEEDL7qlpV4EyUM9n/YhZ56YnKTUvQTvZ0AIgA5Q19VVaLI2T5qyTNK+aFf7RYe7BWiyZkKjUhNtxDkSTNLEhXjMPwxi7egVAJIGT2VrVq2ghmKQfM8bNYj8vt0YPry/Qfj23Tfz2xUx097MsEMDJvthPJjJzlr1NyU5UY59C2iqZwDwUjUN/WrV3HW8LeSmSwxLgYTc1LpQIs3iEy3vYAEPVcbo8O1bTp3ADsC5lT6NTLB+rU1etWYlyMT9dYa/Vff9upB9eXKzslXo0dPTpY06b7P7JESfG+3QMATlbe2CFjpMIICpWxMQ7NGe9kpnKUe/VQvayVVkyLjCI9A+YVOfXcnhpZa/1qD4boxEwlgJA4Wt+uHrdnRO1EBswe75TbY7W3v/CPL3750mE9uL5ct62crI1fvVA/fM8CvXGkXv/viR0jHg+AsausoUPj0hOVEBtZb07NLXJq5/FmudyecA8Fflp7oFbOpDjNLYys2h5zC52qb+/RCYr1YBBCJYCQGAiAgVj+Ont8X0sSX/d0HKxp0/ef3qcr5hboixdPlzFG1yws1E1nT9Tfth7XiebOEY8JwNhU0RA5PSoHm1+Uoa5ejw7WtoV7KPCDtVavHKjT2VOyFeOIrNnA2YUUzMM7ESoBhMT+qlY5jDQlL3XE9yrKTJIzKU67jvtWrOd//rlHyXEx+vrVs+UY9Mv5I2eVylqr3792bMRjAjA2lTd2RFQ7kQFzi/pe+NOvcnQ6VNuuE81dOmdKZC19laSZ49LlMNJOH38HY2wgVHpBn0ogcPZWtao0J8XnPZDeGGM0t9CpLWWNpz137YE6Pbe3RndcMEU5qQlvO1aclaxLZo/Tn98oU2ePe8TjAjC2dLvcqmrpisiZyonZKUpLjNVWivWMSq8cqJWkiOlPOVhSfIym5qUxU4m3IVR6QZ9KIHD2VbdqRgD2Uw44d1qO9la16njTqZeuWmv13X/vVVFmkm46u3TIc246e6KaO3v1jx0nAjY2AGPD8aYuWSuVRFA7kQEOh9GC4gxtPnb6N98QeV7aX6tJOSkR1apmsNmF6YRKvA2hEkDQtXW7VNbQoen56QG75wUz8iRJz++tOeU5T++u1o7KZn1m1dRTFtFYUpqp/PQEveDlPgAwlLKBdiIR+sJ/YUmm9le3qq2b9kmjSVevW68frte5EVb1dbA5452qae1WTQvFek7F47H6984T+svmCr1+uF7W2nAPKahoKQIg6LZXNMlaaX5x4Gb9J+emqjgrSS/srdEHz5zwjuMej9WPntmviTkpunZh4SnvY4zRedNy9e+dVXK5PYqN4b02AL55s0dlBO6plKSFJRny2L6fwWdNjrxllBja+iMN6ur16LzpkRsqB/bs7jzerAvSE8M8msjT0N6jOx/eqpf31775vZXTc/Xta+eqMCMyf16MFK+eAATdlrImSdKC4oyA3dMYo1Uz8vXqob5+lSf7+7bj2lvVqs+smnraoLhyep5aulzaUt4UsPEBiH7ljR2Kj3EoPy0yX1Qv7P+ZO/AzGKPDS/trFR/r0JkTs8M9lFOaWZAuY6SdlRTrOZnL7dEHf/OGXj9Ur29eM0cvfmGl/vvKWVp/pEFX3/OqDtb43g5tNCFUAgi6reVNmpSToozk+IDe9/wZeerq9Wjdobq3fb+t26Xv/HOP5hU5ddX88ae9z9lTchTjMCyBBTAsFQ2dKspMeltV6UiSkRyvSbkpPhU1Q+R4aX+tlk3MUlJ8ZPU+HSw1IVYTc1K0vYJ9lSd7eGO5dp9o0Q/eM183njlBpTkp+ug5E/X3T54tSbrhvjd0OApb/RAqAQSVtVZby5sCOks5YNnELGWnxOvnLxySx/PWXoWfPX9ANa3d+vpVs316sedMitMZJZl6cV/tac8FgAFlDR0qitD9lAMWFmdqS1lT1O/nihYVjR06WNOm8yJ4P+WABUUZ2lrOf1uDtXT16gdP79fS0ixdOa/gbcem5KXpoVuXyVqrj/x2g+rbusM0yuAgVMJnlU2dWneozmu1TeBklU2dqm3t1oKSjIDfOzEuRl++bIY2HWvUY5sqJEl/21qpX798WO8+o0gLSzJ9vtd503O1+0SL6qLshzyA4Clv7FBxZmTvj1o0IUP17T0qb+B392jw8v6+lTcrI3g/5YCFJRmqa+tW5Sh6XVjd0qXHNlUErcDQb9ceVWNHj/579SwZ8843tafkpek3H16s6pYu3fz7jUNu3xmtKNQDn3S73Hrffa+/WenuW9fMGbI4CnCyrf37FBcW+x7whuP6RUV6ZGO5vvmP3XpmT7We21OtJaVZ+vrVs4d1n6UTsyT17T26aFZ+MIYKIIq0dvWqqaM3Yiu/Dhj42bu5rFEl2ZE9Vkgv7a9RYUaSJuemhnsop7Wg/7+treVNKorAXq0n+9rfduqPb5TJ7bFKTYjV5y+epo+cVTpk+POHtVZ/2VKhsyZna07hqQsTLizJ1E9uWKDb/rRZn3tkq+5536KIXUI/HMxUwid/eO2Yyho69LXVs3TGhEz9+NkDUfXuCoJna1mTEmIdmlEQuB6VgzkcRt+9fp7OmJCpw7VtumhWvu7/yBIlxw/vPbO5hU7FOow20dMNgA8GZv6KI/zF9LT8VCXHx7CvchTodXv06sG+ViKBCjrBNKMgTQmxDm0dBYWgnt9brQdeO6ZrFhTqwVvO1OLSTH19zW7939ojAXvG5rImHavv0DULTl1xfsClcwr0n5fN1D93VOl//rUnKpYQM1PphTFmtaTVU6ZMCfdQwqq5o1c/e/6gVkzN0U1nT9TMgnTdcN/renhDuT58Vmm4h4cIZq3VKwfqtKA4Q3FBbNUxKTdVv7tp6YjukRgXo9mFTm3mhRcAHwys3CmJ8JnK2BiH5hdlUN16FNh8rFFt3a5RsZ9SkuJiHJpT6HxzRVKk6na59Y01uzUpN0X/c91cxcc6tGxilu7482Z9+597NCE7JSArlJ7YUqmEWIcunTPOp/NvXjFRFY0d+vUrR5QQG6PPXzxtVLyZcCrMVHphrV1jrb3V6Qxcb73R6OGNZWru7NWXL5shqa84ypLSTP3ypUPqcXnCPDpEst0nWrSvulWrfajAGgkWlWRoe0WTet38dw3Au4rGyO5ROdjCkgztPt7CCqMI99L+WsU6jM6aErmtRE62sDhDOyqbI/r35h9fL9PR+g59bfVsxcf2RR+Hw+iH71mguYVOfeHRbapqHtkeyx6XR2u2H9fFs8cpLTHOp2uMMfra6tm6YUmx7nnhoO76+65R/bqaUInTeuVAnabnp2n2+L5wbYzRx86ZpBPNXSwVhFd/3VypuBijK+YWnP7kCLCoJFNdvR7tOUHfLQDelTd0KC0hVs4k315AhtPCkky5PFY7Kmn/EMme31ujRSWZSvcxlESCBSUZ6nZ5tPdE5PZe/NvWSs0vznjHDHBSfIx+csNC9bg8+o/Ht49oCer6Iw1q6uj1qY3ZYA6H0XeunauPnTNRD7x2TNffu07P7amW2zP6lsMSKuFVV69b64806OwpOW/7/llTsuUw0msn9QdE9PN4rGpbu1Xd0uX1nUm3x+pv247r/Ol5ykwJbH/KYDljQn9BC94sAXAa5Y2dKspKHhXL1Rb2V99mX2XkOlrXrr1Vrbp49ugqFDdQZX3jsYYwj2RolU2d2l7RrEtnD70kdWJOiv7zipl6eX+t/vRGmd/PeeVgreJijM6aPPxZZofD6L+unKVffvAMVbV06WMPbNR533th1K0sYE8lvNp8rFHdLo/Omfr2/0nSE+M0t9Cp1w7Xh2lkCLWuXrf+b+0RPbSh7M0CFWkJsTp3Wq4+sKxEyydnv+3F1dO7qlTb2q1rF55+w3qkGJ+RpHHpidpc1qSPnB3u0QCIZGUNHZqcmxLuYfgkJzVBJVnJ2jIKCqqMVf/aWSVJumyUrOwZUJiRpJKsZK07VK+bzp4Y7uG8w9O7+v65XuIlrH9wWYme3lWlb/9jj86ZkqPSnOH/f/3qwTotLMlUSoL/0erSOeO0amaenttTrf3VbUqMi/H7XuHATCW8WnuwTrEOo6UT3/nOy5mTs7W1vEkdPa4wjAyhVNvarff/+nV976l9KspI1tdWz9K3rpmjK+YV6PXD9Xr/b97Q1T9/Vf/ccUI9Lo82HWvQ5x/dpun5abpgZl64hz8sC0sytK2iKdzDABDBrLWqaOyI+Mqvgy0sydCmY41RUWUyGv1r5wnNL3KqMCPy9+ie7Owp2Xr9cL1cEbiv8qldVZqWn6pJXlq0GGP0v++ap7gYo889snXYS08b2nu063iLzjlpVZ8/4mIcunROgT69auqI7xVqhEp41ffOS4ZSh3jnZfmkbPW6rTYeZTlNNGvu6NW7f7lOu0+06JcfXKQHbz1TN509UR88c4Luvn6eXv3yBfr2tXPU3Nmr2/+0WdO++i9df+9ryk9P1B9uXqqE2NH1TtvcIqeO1XeouaM33EMBEKFq27rV1euJ+B6Vgy0pzVJNa7eO1neEeyg4SXlDh7ZXNI+6WcoByyfnqLXLpZ3HI6seQUN7j9YfaTjl0tfBCpxJuuuq2dpc1qRHN5YP6znrDtXJWumcqSMPlaMZoRKn1NzZq+2Vze/YTzlgSWmWYh2GJbBRzFqrzz+6TRWNnfrDx5bp0jnv/IWXGBejDyyboOc/v1K//OAiff6iafrCxdP00K1nKi8tMQyjHpl5hRmSpJ3HKWgBYGhv9qgcBZVfB5w5KUuS9Aa/syPOv3aekCRd5mMrikgzsI9wXYTV2Vh3qE4eK50/w7cVU9cuLNTiCZn63lP71NLl+xvLaw/UKS0xVvMKx3a3CEIlTmn38RZZ+9Ym7JOlJMRqfnGGXucXVNS6/9WjenZPtf7z8plaUprl9dwYh9Glcwr0qVVT9ckLpio/ffQFSkmaU5guSdpeQagEMLQ324mMouWvk3NTlZMarzeORGZBlbHKWqtHNlZoYUmGJmSPjj26J8tJTdCMcWladzCyXg9uKWtSQqzjze4FpzPQ4qOho0c/e+6AT9cM9ONePilbsUHsxz0ajO2/PbzaV9W3jGHGuLRTnjO/KEN7TrSMytLH8K6+rVs/ema/zp+eq5vOLg33cEImIzleJVnJ2lHZFO6hAIhQZf1LSItGUag0xmjpxCytJ1RGlC3lTTpY06b3Li4O91BGZPnkbG042hBRFUs3lzVqXpHzzd6Uvphb5NR1C4v0+9eOqa6t+7TnH6vvUGVTp1aM8aWvEqESXuyrblVGcpzy0hJOec6McWnq6vWorIE9GtHmx88eUGevW//vilmjomR+IM0tctLPDcAplTd2KDctQUnxo2vP+LKJ2aps6lQ5v7MjxiMbypUUF6Mrh9nfMNKsmpGvbpdHL+6rCfdQJEndLrd2VbZo0SlW23lz+/mT1eP26HevHj3tua8c7Fvye87U3NOcGf0IlTilvVWtmp6f5jVQTO+fxRyY1UR0OFjTqj+vL9MHlpVoSt6pK6ZFq7mFTpU3dKqxvSfcQwEQgcobOlWcOXr2Uw5YNrCvktnKiNDe7dKabcd1xbyCIQsijiZnTspSTmq81mw7Ee6hSJJ2Vraox+055RYubybnpurS2eP0wGtH1XqavZWvHqhTYUaSSrNHz6qFYCFUYkgej9X+qlavS18laVp+moyR9pxoDdHIEAp3/2uvkuNi9JlRWNI6EAY22zNbCWAo5Y0do6ry64BpeWnKTI6LuIIqY9VDG8rV3uPW+5eVhHsoIxYb49Dlcwv03N5qtXWHv9XclrK+zgSLJmT4df3tK6eotculh9afuhKs22O17lCdzpmSM+ZWdA2FUIkhVTZ1qr3Hrenj0r2elxQfo9LsFO2rIlRGi3WH6vTsnhrdfv4UZaeeeulzNJtNqARwCr1uj443dapkFIZKh8PorCk5Wnugjn6VYdbtcuvXLx/WsolZfi3RjESr549XV69Hz+2pDvdQtKWsSUWZSX5XoZ9b5NTS0iz98Y1j8pyibsj2iia1dLl0NvspJREqcQoDIXH6uNMvfZyen6Z91YTKaODxWH37H3tUmJE0porznMyZFKfS7GTtoAIsgJOcaOqSx46uyq+DnTc1VzWt3drLm8Fh9cSWSlW1dOn286eEeygBc0ZJpgqcifrL5spwD0Vbyhr9Wvo62AfOLNGx+g6tPTj0zP7aA33fP7u/pcpYR6j0whiz2hhzX3Pz2HthORASp+V7X/4q9e2rPFrfrs6eyKn4FQxuj9Xftlbqip++ouX/85xu/L83ImZDeqD8dUuldh1v0X9cOl2JcaOrAEWgzS3KYKYSwDuU97cTKRpFPSoHWzGtb1bl5f21YR7J2NXV69Y9LxzUnMJ0nRtFs1wOh9H7l5bopf212hnG35+N7T063tyluYXeV9udzqVzxik7JV5/fP3YkMef3l2t+cUZY3ZV18kIlV5Ya9dYa291OsdeM9O9Va0qzEhSWmLcac+dMS5N1koHaqL3XU9rrb746DZ95qGt6nV7dOakbB2tb9dHfrtB//HYNvW4POEe4oh19rj1vaf2aV6RU6vnje4qdIEwtzBdlU2dqvehpDiAsWOgcuponakscCZpWn6qXj5AqAyXX710WOUNnfrypTOjbi/eh88uVXpirH78rG99HoNhT3/xyJkFIwuVCbExevfiYj27p1rHmzrfdqy8oUM7Kpt1+ZxxI3pGNCFUYkgHqlvfrOx6OgPn7Y3iYj2/fOmw/rKlUp9eNVX//sy5+tF7F+jZz52n21dO1iMbK/TpB7fI5R7dwfK+lw+rqqVLX71ilhyO6Pol54+5hRmS2FcJ4O3KGjoU4zAqcPq3VysSnDs1VxuONEb9CqPhaO926e/bjuul/bXqDeLv87L6Dv3ixYO6Yl6BzomiWcoB6YlxunnFJD27p1rbK5rCMoaB16MzTlMXxBcfPLNExhj99tUjb/v+v3dWSZIum1Mw4mdEC0Il3sFaq7KGDk3wsTzyhOwUJcQ6tD9K91Vur2jS/z61V6vnj9dnL5z6ZuBKiI3Rf1w6Q19bPUv/3lWlLz2+Y9QWPth4tEE/ff6ArpxXoKUTs8I9nIgwp3/ZDPsqAQxW3tipwowkxcaM3pdQ503PVY/bQxXYfg+sO6ol335Wn35wiz58/3ot/fazenpXVcCf0+1y686HtyjWYfRfV8wK+P0jxUfOLlVOarw++/DWsFSC3VvVopzUeOV66bPuq6LMZF0xt0APri9Xy6D2Iv/ceUKzx6erhFYibxq9PxERNPXtPerocftc2S7GYVSSlaxjUdpM+YfP7FdGUpz+57q5Qy5TuensifrMqql6fHOFHtpw6tLTkaq6pUuf/PMWFWUm6TvXzQ33cCJGWmKcJuWkMFMJ4G3KGzpUPEr3Uw5YNjFbaQmxeioIwWm0eXZ3te5as0tnTMjUIx9frl9/aLGKs5L18T9u0v+tPXL6GwzDXX/fpc1lTfreu+dr3Cie6T6d9MQ4/fR9C3Wkrl3/8di2U1ZPDZY9J1pHvPR1sFvPnaS2bpf+/EaZpL6fAVvKmnT5XGYpByNU4h3K+sPhcMqlT8hO0bH69mANKWw2HWvUi/tq9fHzJnttTPyZVVO1YmqOvvb3XdpzoiWEI/Rfc2ev/ra1Upf++GU1dfbo5+9fpHQf9tCOJXOLnIRKAG9T0dgxavdTDoiPdeiCmXl6Znf1qN+6MRLH6tv1mYe2aM54p+67cbGWTszSRbPy9fCty3XJrHH65pO79UgA3iz2eKy+9eRuPbi+XHecP3lMhJGzJufoy5fN0D93VOnm329Uc2fv6S8KAJfbo/3Vp++zPhxzCp06Z0qOfv78Qb28v1a3/2mzUuJjdNV86k8MRqjEO5T7ESpLs5NV1tAR8nejgu3Hz+5Xdkq8PrR8gtfzHA6jH713gdITY/Wlx7fLHWH/HI7Utesrf9mu1T9bq0XffEZz73pK87/+tD7z0FYVZSbryU+t0JzCsVeQ6nTmFjp1orlLNa1d4R4KgAjQ3u1SXVuPik/7+zGyfgcM5dLZ49TY0asNRxvDPZSw+cULh+TyWP3qxjOUFP9WxfOk+Bj97P0LtWJqjv7zrzv0ygiKGtW1dev2P23Wb9Ye0YeXT9DnLpoeiKGPCresmKRvXj1bL++v1SU/elkPri8L6n5VSTpa36Fulycg+ykH++675ik3LUEfun+9dh5v1k9uWOjDz4GxhVCJdxgIlUXDeCd2Qk6Kuno9qmmNnkqZR+va9cqBOt10dqmS4089SzkgJzVB/3XlLG2vaD5l+elQs9bqh8/s18U/ekl/23pcGclxumzOOF2/qEhfvGS6fv/RpfrL7WdpSt7p+5GORQM9rjaN4RddAN5S0dhXATIaXkyeNz1XCbGOMbsEtrqlS3/dUqn3LC7W+Ix3LmeOi3HoFx9YpCl5qbr9j5u1t2p4q5Aa23v0ixcP6oLvv6jn9lbrPy+fobuumq2YMVQIzxijG5eX6pFPLFdBRqK+8pcdWvm9F3X/2iNqD9Jey4HVYoFc/ipJhRlJevQTy3XhzHx965o5unBWfkDvHw1O/0oZY05ZQ4dy0xLe9q7d6Uzo/wV7tL49avYJPLqpXA4jvXtxsc/XXDV/vB7bVKHvPbVPl88tCMgm8ZH40TP79dPnD+qaBeP1n1fMVF5adPy7CZW5hU4lxjm0/miDLhsDy5UAePdWOxEf9lRGeKuI5PhYnTctV//eWaX/vnLsVf2+f+0RuTwe3bJi0inPSUuM0/0fWaJrf/GqPvrbDXrstrOGDKCD7TrerAfWHdXfth5Xt8vTtzVm9SxNyQvccszRZlFJpv5y21l6cV+t7n3pkL7x5G795LkD+tg5E/Xx8yYpITZwfbH3VrUo1mE0OS8lYPcckJ2aoN98eHHA7xstmKnEO5Q1dAxr6asklWb3/c9bVh8dxXpcbo8e21ShldPzlJ/uexAzxujrV81WZ69b9754KIgjPL2HN5Tpp88f1HsWF+lH711AoPRDfKxDC4oztDHMM5XW2lFbWRiIJuWN/aEyCmYqJenK+eNV1dKl1w7Xh3soIdXV69af3yjT5XMLTlu9c3xGku7/yBK1drl03S/WDTlj2ev2aM2243rXvet0xU/Xas22E7r+jCI9dee5+sPHlo3pQDnAGKPzZ+TpkY8v119uP0vLJmbph8/s19X3vKp9VYHrHrD3RKsm56YGNKjCN8xU4h3KGzqH3VZifEaiYh1GR6OkWM/LB2pV3dKtr1/l+yzlgEm5qbp+UaH++MYx3XLuRBU4Q18lsKalS996co+WT8rWd64dumotfLO0NEv3vHBQbd0ur8WagqGzx617XjigJ7YcV0ePS1+/eg6FAYAwKm/oVFJcjLJT4sM9lIC4eFa+0hJj9fimCp09JTQ9E7eWN2ndoTpZK71ncXFYVvS8erBOrd0un1cizR7v1COfWK6P/Ha9rv35Or1ncZFWTs9Tj9uj1w7V6187T6i6pVslWcn66hUz9e4ziuVMpvDdqSwqydR9H1qs5/ZU68t/2aF3/XKdfnfTEp0xYeQtzfacaKE1WpgwU4m36XF5dKK507elPYPExjhUnJWsY1EyU/n45kplpcRr1cw8v67/1AVTZa3VT587GOCR+eYbT+5Wt9uj71w3d1T3UosESyZmyWOlzcdCO1vpcnv0yT9v1i9ePKQpeakqyU7Rpx/coh88vS+k4wDwlrL+diLR8kZdYlyMrpw3Xv/aWRWSfoJ7q1r03l+9pv/99z5976l9+ujvNqir1x30557s3zurlJYYq+WTsn2+ZmZBuv56+9m6fG6B/ry+TDf9boM+/odNenB9meaMd+r/PrxYL3xhpW5eMYlA6aNVM/P1xB1nKyc1QR/8zXptKRvZ79nmjl4db+7SjADvp4RveLWJtzne1CmP9W9pT0lWclTMVLZ1u/Ts7mpdMbdAcX4GsuKsZL17cbEe31ShurbQFi9af6RBT24/oTtWTtHEnMDvKRhrFpZkKsZhtOFoQ0if+19/26Xn9tboG1fP0QMfXarHP7FcV80fr1+9dFgVjdHx5g0w2lQ0Dn97SKR71xlF6ux16587TgT1Oe3dLt3xp81KT4rTa1+5QL/+0GLtPN6s/3hse0iX97vcHj27p1qrZuQpPnZ4v+PHZyTpB++Zr9e+skp/uf0sPXHH2dry3xfp/z6yRKtm5o+pIjyBUpiRpEc+vlw5afH6xB83jaja+sDS5EC2E4Hvoj5UGmPSjDGfMMb8yxhzxBhTa4zZb4z5vjGG+fGT+NOjckBpdrLK6jtG/d6vZ3ZXqdvl0VULRrbM8KNnl6rH7dFD68sCNDLf/PyFg8pOidet5566+AB8l5oQq1kF6XrjSOhC5fN7q/Xg+jJ9/LxJuvHMvnY2sTEOfeXyGZKRfvzsgZCNBUAfa63KGzqGVRl9NFhUkqFJuSl6MMi/q37x4kEdrmvXT25YoAJnki6ala87V03T37cd1/oQ/nzdcLRRjR29umT2OL/vkZOaoEUlmVpQnOFTdXh4l5uWoPtuXKyWTpc++actfrdlG6j8OouZyrCI+lAp6QxJ90raIWmmtTZX0sck3SzpRWMMaxQGeTNUnmbj+lAmZKeotdulhvaeQA8rpP6+9bjGOxN1Rn87CX9NyUvTiqk5+uPrwe/LNGBnZbNe2l+rj54zcVjVe+Hdiqk52nSsUY0h+G+7vdul/3pil6bmperzJ/UzK3Am6UNnTtBfNlfoYE1b0McC4C2NHb1q73FHTZGeAcYY3XjmBG0pa9K28qagPKPH5dHDG8p14cx8nTX5rb2bt547SZnJcfrN2iNBee5QntpVpYRYh86bnhuyZ+L0Zhak61vXzNH6ow36/WtH/brH3qpWZaXEh73y/lg1FkKlJJVJ+pK1tkuSrLWvqC9ozpW0MozjijgVjZ2KizHK96NS6ITsgbYio3dpXmN7j145UKfV88cHpLz6h5eXqqqlS0/vqg7A6E7v3pcOKTUhVh/sn91CYFw2p0Buj9Uze4L/7/Gnzx1QZVOn7r5+7pBLsz6xcrIk6YktlUEfC4C3jGQlT6R71xlFSomP0QPrjgbl/k/vrlJdW48+sKzkbd9Pio/RB8+coGf3VOtIXWi2z6w7VKdlk7KZYYxA1y0q1MrpufreU/v82uaxp6pVM8alRc2e59FmLITKLZIut+9ck1ne/5E58kGqmjuVl5boV6AaWBJU2dQZ6GGFzJPbj8vlsVodoAqb58/I69svsLH89CePUHVLl/69s0rvX1YiZxIT8IE0pzBdRZlJ+vfO4DYJL2/o0G9fPap3n1F0yip4OakJWjoxS8/sDs0bFQD6vNmjMiv0Fb2DLS0xTu9eXKw124+rtjXwdQD+/EaZijKTdO7Ud84O3rh8guIcDv321eDPVja092h/dZuWUR00Ihlj9K1r5kiSvr5m97CudXus9lW1aCZLX8Mm6kOltbbZWrtriEMLJfVK2hDiIUW0qpYujXP618+wsL9ibGXj6A2Vj22u1IxxaZo9PjA/lGIcRlctGK+1B+uCXrDnsU0Vcnus3re05PQnY1iMMbp09jitPVCn1q7eoD3ne0/tk8Mhff7i6V7Pu3jWOO2rbtXREL2zD+CtmcriKNtTOeBDyyfI5bH63brAhrtj9e1ad6he71taMuQb1nlpibp87jg9saVSPa7gbhUZ2LtJqIxcRZnJun3lZD2zu3pYBfKO1berq9dDkZ4w8jtUGmMcxpg7jDEtxhhrjCn18boEY8yXjDFbjDGtxpgmY8xr/cV0gh5yjTEZxpg7JN0o6VPW2tBWUYlw1S3dfofK1IRYZSTHqbJpdC5/PVDdqm3lTXrXGUUBXTpxzYJCuT1W/9gevMp6Ho/VwxvKdeakLCq+Bsllc8epx+3Rc3tqgnL/7RVN+vu247r5nEmn/X/woln5ksRsJRBCFY0dyk6JV0qI+9WGyqTcVF0+t0APrDumpo7A7R8f+Dnlrcfu1QsK1dLl0sv7awP23KGsP9KghFiH5hVlBPU5GJmPnTNJ+ekJ+s4/9/hc/HF3f5EeZirDx68QZ4yZLWmtpHsk+fyWgDEmR30zg3dLWi/pMknXSTqhvj2Ozxhj/Es0vj3/GUkNkr4t6ZOS7gvWs0Yja62qmrs0Lt3/fwWFGUmqGKUzlY9trlCsw+iahYUBve/0cWmaMS5NT2wN3h641w/Xq6yhQzcsYZYyWBYWZ6o4K0m/XXc04BWOrbX6zj/3KDslXh8/7/RVe4uzkjWrIF1P7w7uclwAbylv6FRRFO6nHOxTF0xRW7dL9796NGD3fH5vjabnp3ktcHT2lBxlJMdpzfbjAXvuUNYfrdeiksxhtxJBaCXFx+izF07TlrImPe3jm6dby5qUEOvQdGYqw2bY/1cZY74uabMkt/rC4XA8qr7iOD+x1n7cWrvWWvu8pOsl/U3SBeoLl0M9N8UY80Ef/1w51D2stRdJSpH0QUnfkPTPYIbY0aaly6XOXveIQ+VoXP7a7XLrr5srtXJ6rnJSA1817OoFhdpS1qSyIBUxenRThdITY3XpHP9LpMM7h8PojpVTtK28SS8fqAvovZ/fW6PXDzfoMxdOVVqib/thL5yVr43HGtXcGbzluADeUtYQfT0qTzZjXLoumZ2v3756RC0BWOrf0tWr9UcadMHMPK/nxcc6dNmcAj2zu1qdPe4RP/dUY9l9vEVLWfo6KrzrjCKVZifrp88d8OmN3C3lTZpb6PS7vzhGzp9/8ndK+qykcyXt8/UiY8z16qu02iXprsHH+ovofKX/yw8bY84Y4ha5kv7g459Thl1rbae19kn1zVReKumLvv4dol1Vc1/D2Xw/l79KfWvhK5s6R12vykc3VqimtVsfOWtiUO5/5bwCSQrKzFJXr1vP7K7WZXMKlBhHG5Fgum5RkQozkvSTZ/cH7L9xt8fq7n/t1cSclGHth102MUvWSluD1AIAwFtcbo+ON3WqODP6ivSc7FMXTFVrl0sPBGC28uX9tXJ5rFbN8B4qJWn1/AJ19Lj13N7gLOvfdKxRHst+ytEiNsah28+fol3HW/TCPu/bTnpcHu2sbNaC4ozQDA5D8idUzrLW/mKIaqqnc3P/x+ettU0nH7TW7pG0R5KR9NEhri+TlOnjn+U+jOe5/o+X+vw3iHJVLX2hsmAEobIwM0kdPW41doye2ZMel0f3vnhIi0oydPaU7KA8ozgrWTPGpenZILSkeGl/rdq6XbqiP7gieOJjHbpt5WRtLmvSP3YEZo/s37ZW6kBNm754yfRhvcM6vzhDDtP3QglAcJ1o7pLLY6N+plKS5hQ6tWpGnv7v1SNq63aN6F7P76lRZnKcFvrQ93nZxGzlpSVozbbgLIHdVt4kY/p+dmJ0uHZhoYoyk/ST5w56fSN3b1WLul0en/47Q/AMO1Raa4e9McwYEy9pVf+X3qqtDhy7Yojneqy1TT7+aR307OuMMUuHeFa3JKu+EApJ1f0zlSNd/iqNrgqwj22qUGVTpz69ampQextdODNfG442BrQAgiQ9uf2EslLiddbk4ARivN0NS4q1oDhD/++vO9+c3fdXr9ujHz97QLPHp+vS2cNbupyaEKvp49K1pYxQCQRbeeNAO5HoD5WS9KlVU9XU0et3E3qpbxXGC/tqdP70PMX40KYsxmF0xbwCvbCvNiBLb0+2s7JZk3NTo7bQUjSKi+l7I3dbeZNe8bLtZGDFzoKSjNAMDEMK1cLjmZIGNgod9XLewLEJxhhngJ59lfoqvZ5shfpmRbcG6Dmj3sBMZV66/3sKiwbaioySCrAVjR26+197dMaETJ037Z39swLpwln5cnusXtwXuOp2nT1uPbenWpfOGadY9hGERGyMQz967wL1uDz6wqPb5PH4vwz2sU0VKmvo0OcvnuZXb9hFJRnaWtY0ojEAOL2Khr43SsfCTKUkLSjO0HnTcnXfy4f93re9paxRjR29p91POdjq+ePV4/Lo6V2BX9Wzo7JZcwsD9dISofKuM4pU4EzUz54/9d7KLWVNyk1L0PgRrLTDyIXqVejgjULeXlEPPlYUwOffaox5vzEm1vRZJumXklokfWuoC4wxtxpjNhpjNtbWBrfEdaQ40dyl7JR4JcT6vy9vIFSOhgqwLrdHn3loqzxW+tF7FgR1llKS5hU6lZuWoGcCuAT2pf016uhx64q5LH0NpYk5Kfrv1bO09mCdfrvuqF/36Op166fPHdDCkgydP933F12DLSrJVGu3Swdq2vy6HoBvyho6FOMwI9oeMtp88ZLpauro1a9eOuTX9c/trVGsw+jcYbxhu7A4Q0WZSQFfAlvT2qXqlu6A9aBG6CTExujj507ShqONev3w0H0rt5Y3aWFxRtBfx8G7UIXKwfV9va0XG3wsUP/nf03SdyR9TlK5+lqKPKa+liiLrbW7h7rIWnuftXaxtXZxbm5wZ7AiRXVLl/JHsPRVkpxJcUqJjxkVofJb/9ijTcca9e1r56gkO/jvPjscRqtm5OmlfbXqdQemwfMzu2vkTIqjml0Y3LCkWBfOzNd3/71X+6paT3/BSR5aX6YTzV36wsXT/f5FuGhC3+r9zSyBBYKqvLFDBc7EMbUiZE6hU1cvGK/7Xz2i6pbhL/V/fk+Nlk7MUrqPFa0lyRij1fPHa+3BOtW3dQ/7maeyq7KvhyEzlaPTDUtLlJuWoB8NUSTvSF27jtS1a0kpr4PCLep/Olprj1lrv94fEAustZnW2mJr7YettQfCPb5IUtXcddqm66djjHmzAmwku3/tEf1u3VHdsmKirl4Q2L6U3pw3LVdt3S5tC0DFzoH9Kiun51JCOwyMMbr7+rlKT4zVZx7aom6X72XwO3vcuueFQzpzUtaI9sKWZicrKyVemynWAwTVWGgnMpTPXzRdbo/Vj58d3sul8oYO7atu1QU+VH092XULC+X2WP11S+B6O++sbJYkzWKmclRKjIvRpy6YovVHGvT83rdXgn1sU7kcRrpqwfgwjQ4DQvVKdPDb+N5Sy+BjLUEaC06humXkoVLqqwAbyTOVOyub9a1/7NYls/P1lctmhvTZZ03OkcMoIH0Ot5Q1qqG9RxfOzA/AyOCPnNQEfff6edpb1aofPL3f5+t+/9pR1bV16/MjmKWU+oLtvCKndvS/YAIQHOUNnSrOHHuhsiQ7WR9YNkGPbCzXwWEssx944b/Kj99PU/PTtKgkQw9tKA9Y66Ydlc2alJPicx9gRJ73LS3RxJwU3f2vvXL1r/Zye6we31Sp86bljnilHUYuVKGybNDn3taSDj5WEaSx+MwYs9oYc19zc/S/YOt2uVXf3jOiyq8DCjOSVNkYmYV6XG6PvvyX7cpOTdD/vmu+X8VRRsKZHKf5xRl65cDI9+k+u6dvv8p508fG8uxItWpmvt6/rES/fuWwNh0ber/HYK1dvfrlS4d03rTcgCzXmVmQrkO1bepxBWZJNYC36+xxq66tOyTbJCLRJy+YosRYh77/lM+tyfXvnVWanJuiiTkpfj3zhiUlOljTFrCWSTsrmzWbpa+jWlyMQ1+6dLoO1LTpFy/27fN95UCtqlq69O7FxWEeHaTQhco9kgbKh5V6OW/g2DFrbdiTnLV2jbX2Vqcz+n8Q1bT07V0IRKgsykxSS5crKCXBR+p3645qZ2WLvn7VbDmTwvOO5YopOdpW3uR3Rb0Bz+2p1rJJw9uvguD4f5fPVH5aor6+ZvdpK7H+9tWjauzo1ecvnhaQZ88Yl6Zet9WhWor1AMEw0E5koBDdWJOTmqBbz52sf++q0oajp3/jrKa1S28cqdcV8/xfjnjFvAKlJsTqwfXlft9jQH1bt443d2luIUtfR7tLZo/TNQvG64fP7Nd//22nvvb3XcpIjtOqYVQYRvCEJFRaa3skPdf/5WIvpy7p//iP4I4IJ6sOQDuRAYWZkdmrstft0a9ePqwVU3N02Zzh9QQMpBXTcuWx0muH/F8CW9HYoQM1bX5XDUVgpSTE6kuXTdf2imav+4Aa23v061cO6+JZ+ZpXlBGQZ88q6HuhtLeKHQNAMJQ3jK0elUO55dyJKnAm6q6/75L7NG+cPbWzSh4rXTnP/6rkKQmxumbheK3ZftyvIkGD7Tze97NxDjOVo54xRt9793xdODNfv3/tmJLiYnTP+xaNqGsBAieU1T1+0/9x1VA9KI0xM9TXz9JKuj+E44Kkuv4qa7lpAQiVGZEZKp/bU63a1m595KzSsJadXlCcodSE2BHtq1zbf22we2vCd1fPL9T84gx999971XqKWfqfPHdA7d0ufeGS6QF77sScFMXHOrTnxPAr0AI4vbL+UDkWC/UMSI6P1Vcun6ldx1v0yEbvs4f/2HFCU/JSNS0/zet5p3Prislye6x+/fLhEd1noEjP7PGEymgQF+PQLz6wSH+742z989MrdM7UnHAPCf1CFiqttY9Lekl9xXi+NviY6XuF/53+Lx+w1m4K1bi8GUt7KmvbeiRJuakjD5VF/cUMIq0C7J/eKNN4Z6JWhnl2Ly7GoeWTs0e0r/KVg3XKT0/QlLzUAI4MI+FwGH39qtmqbesesmjPodo2/fH1Y3rf0pIRv9gaLDbGoWn5qdpzgplKIBjKGzqVFBej7JT4cA8lrFbPK9DS0ix99997Vds6dLuPvqWvDQHpnVySnayrF4zXn94oG1F7kZ2VzZqQnRy2LS8IvPhYh+YXZ4S8Lga8G3aoNMbkGWPmGGPmSBrci2HawPeNMafamf0uSTskfdYYc68x5mxjzPmSHpV0raTnJd023DEFy1jaU1nX2i1jpKwA/NLMSY1XQqxDFRFUrOdYfbteOVCnG5aWKCYCfgitmJqj8oZOHatvH/a1bo/VqwfrtGJqLo1+I8yC4gzdeOYEPfDa0be1jXG5Pfrvv+1UYlyMPntRYPZSDjZjXDozlUCQlDf2tRMZ6z9vjTH6znVz1NHj1n//beeQ5/zf2iOSpKsD1N7h9pVT1OVy675X/J+t3FHZrDnMUgJB589M5e3qC4Y7JH1r0PefGvT9JUNcJ2ttXf+xL0ta3n/NE5KK+u97kbV2ZIvn4Ze6tm5lJscHpLGzMaavAmwEzVT+fetxSdJ7IqRC2IqpfctW/VkCu7OyWU0dvVrBko+I9IVLpisvLUEf/8MmHahulbVWd63ZpVcP1uurV8xUTgBWA5xsZkG66tq6Tzl7AMB/5Q0dKs4am0V6TjYlL013XjhV/9pZpb9sfnuR/pqWLj2w7qiunj9ek3IDs4pmSl6qrllQqN+9elTH/XhN0djeo4rGTvZTAiEw7ARhrb3LWmtO8+dFL9d3W2u/a61dYK1NtdY6rbVnWmvvtdZSEz9M6tq6lZMauKU9hZlJEbWn8qX9tZpb6AxIH85AKM1OVlFmkl7ZP/wlsGsP9gXRs6cQKiNRemKcfnfTUrmt1XX3rtN533tRf3y9TB8/b5JuWFoSlGfOHNe3nJZiPUBgWWtV3tDx5rYOSLeumKSlE7P05cd3aN2ggnP3vHBQvW6rOy8M7GqMz100TdZKP3rG917AA3b1F+mZS6gEgi6UhXoQwWpbuwM6g1KUmaSKCAmVzR292lzWqJUR1M/RGKMVU3P12qF69bqH917Ky/trNXt8elBmvBAYMwvS9fgnztLySdmaV+TUV6+YqS9dMiNoz5sxUAGWJbBAQDW096i9xz2mi/ScLDbGoV/fuFgTspN1ywMb9d1/79XnHtmq3792TO9dUqxSP3tTnkpxVrI+tHyCHt9cof3Vw/sZt+PNIj20EwGCjVDpxVgq1FPX1hOQyq8DCjOSVN/eo84ed8Du6a9XD9XJYyOvUuq5U3PU2u16296702nvdmlzWSPVzkaBkuxk3fehxbrn/Yt084pJQS0okJUSr5zUhGG/4ALgXXn/m6NjuZ3IUJzJcfr9x5bqrCk5+tVLh/S3rcf1qQum6GurZwXleXecP0VJcTH66XMHhnXdzspmFWUmKXOMF1kCQiE23AOIZNbaNZLWLF68+JZwjyXY+pa/BnKmcqACbIem5AWu0qU/XtxXo/TEWC0ozgjrOE521uQcOYz0yoE6LS7N8umaN47Uq9dtde7UyArICL9p+anaX9MW7mEAUaWcdiKnVOBM0q8/tFhVzV1yeTxBXSKcmRKvD59VqntfOqRPV7f6XEF7e2UTS1+BEGGmEurocamjxx3QUFmY2VfUINxLYK21eml/rVZMzQ1IEaJAcibHaV5RxrBai7y8v06JcQ6dMSEziCPDaDQtP00H+wsDAQiMgR6VRZkU6jmVcc7EkOw5vXnFJCUPY7ayob1H5Q2dmh9hbygD0SqyXmUjLOpa+3pUBrRQT0bfL+BwV4A9VNuu6pbuiK2Ueu7UHG0tb1JzZ69P579yoFZLJ2YrMS4myCPDaDM1P1XtPe6w/z8HRJOKxg7lpMYrJYGFXeGWlRKvDy6foH/uOOFTy7JtFU2SpHlFzFQCoUCohGr7mwrnBHBPZX56omIdJuwzlZvLGiXJ5+WlobZiWq48Vnrt0Olbixxv6tSh2nadG6EBGeE1sBzsQDVLYIFAKaPya0T50PJSSdKf3ig77bnby5tlDJVfgVAhVEJ1/aEyN4DLX2McRoWZSW8uHQqXzcca5UyK06QAV6MLlAXFGUpNiNUrPvSrHFgmS5EeDGVa/95livUAgVPe0EmRnghSmJGki2bl66H1Zerq9V4IcFtFkybnpiotMS5EowPGNkKlF2Ol+utAw/RAVn+VpIk5KTpS2x7Qew7X5rJGLSrJCGrlzZGIi3HozEnZevlA7Wn3wr2wt1YFzkRN97FAAcYWZ3Kc8tIStI9QCQSEy+3R8aZOlWSxnzKSfHh5qRo7erVm2/FTnmOt1faKJs0vygjdwIAxjlDphbV2jbX2VqczupdODMxUZgW45PbEnBQdrW8PW+GQ5s5e7a9u06KSyC5qs3J6rsobOnXAS+XOXrdHaw/WaeX0XBkTmQEZ4TctP43lr0CAnGjukstjVczy14iyfHK2puSl6sH1p14Ce7y5S3VtPZpfHN2v34BIQqiE6tq6lZkcp7gAV0edmJOijh63avpnQk+nprVLP3h6n97/69d1qHbkL4y39O+nXBThlVIvnpUvY6Sndlad8pyNRxvV1u3Syul5IRwZRptp+Wk6WNMmj4cKsMBIlTfSTiQSGWP03sXF2lzWpAOnWJkx0P+ZmUogdAiVUF1rT0DbiQyY2L+P8bAPS2DLGzq06vsv6Z4XDmp7RbOuv3edNh1rHNHzN5c1yWEU8eXE89ITtbA4Q0/tPnWofHFfjeJijM6ewn5KnNr0canq7HWHfS8zEA0GelSypzLyXLuoUHExRg9vKB/y+LpDdUqOj9GMAraLAKFCqITq2rqDGiqP1J0+VN71911yW6un7jxX//z0CjmT4nT7nzap2+V9I743m481avq4dKWOglLwl8wep52VLacsk/7CvhotnZg1Kv4uCJ9ZBX1LvXafaAnzSIDRr7yhUzEOowJnYriHgpPkpCbowpn5+suWSvW4PG87Zq3V83tqdM6UHCXE0n4LCBVCJfpCZYCL9EjSeGeS4mMdOlrvPVQ+s7taz+2t0Z0XTtW0/DSVZCfrW9fMUXVLt57YUunXs6212lbRpAURPks54JLZ4yRJT++qfsexgzVt2l/dpvNZ+orTmJqfqhiH0a7j0V1cDAiF8sYOjc9IVGyAt4YgMN67pFgN7T36184Tb/v+3qpWHW/u0qqZ/M4EQomflF6Mleqv9e09yg5wkR5JcjiMSrOTvS5/tdbq+0/t05S8VN109sQ3v3/OlBzNHp+uX710WG4/9ocdre9Qa5dL80dJ0+PSnBTNLEjX45sr3lHY6JGN5Yp1GF21YHyYRofRIjEuRlPzUrXrODOVwEiVNXRQpCeCnTs1V5NyUvTrVw6/7ffm83trJIk3YoEQI1R6MRaqv/a4PGrtcgUlVEr9bUXqTl10Z2t5k/ZVt+pj50x8W6EgY4xuWzlZh+va9YyXvYansr2iSZI0d5SESkn60PIJ2nW8Ra8drn/zez0ujx7fVKFVM/OUl8YSLJzerPHp2k2oBEasvKGTIj0RzOEwunnFJO2sfPvvzef2VGtekVN56fzOBEKJUDnGNXX0SJIygxYqU1XW0CGX2zPk8Yc3lCspLkZXzit4x7HL5hRoXHqi/rJ5+Etgd1Q0KyHWoWmjqKfjtQsLlZMar9+8cuTN7z23p1r17T26YUlJGEeG0WT2eKdqWrvf7D8LYPg6elyqa+umSE+Eu25R3+/NX77UN1u5r6pVW8qbdMEMZimBUCNUjnH17X2hMngzlcnqdVsdb+p6x7H2bpfWbDuuK+YVKC0x7h3HYxxGl8zO10v7a9XR4xrWc7dXNGvW+PSAt0kJpsS4GN14Zqme31ujreVNau3q1T0vHNS49ESdOy033MPDKDGrIF2S2FcJjMCx+r6iaROyCZWRLDEuRjevmKSX99fqy4/v0M2/36Cc1AS9bylvxAKhNnpecSMoGtuDO1M5KTdVkrR/iF5S/9hxQu09bt2wpPiU1186p0DdLo9e3Ffr8zPdHqudx5s1r3D0LH0dcOPyCcpLS9AN972md937mvZVteqb18xRjMOEe2gYJWaNHwiVLIEF/HWsv8BcaXZKmEeC0/n4uZN028rJenhjuWpauvXrDy1WPktfgZAjVI5xDf3LX7OCFCrnFjoVH+PQG0fq33Hs4Q3lmpSbojMmZJ7y+iWlmcpKide/dvq+r/JQbZs6etyaNwqbHmelxOvJT52j+UUZOlTbpp+9b6EumpUf7mFhFHEmxak4K4m2IsAIHKljpnK0MMboS5fO0E/ft1C/vWnJqKn6DkQbmt6NcQ3twQ2ViXExWjQhQ+sOvT1UHqxp1aZjjfrKZTNkzKln4WJjHLp4Vr7WbDuurl63EuNO33Nqe0Xfsr95o6hIz2B56Yl68JYz1dDRE5T+oYh+84sy9MaRBnk8Vg5muYFhO1bfrpzU+CG3ZiAyXTWfCulAODFTOcYNhMqMpOD94jxrco52n2h5syiQJD2ysUKxDqPrFhWd9vpLZo9Te49brx9+52znULaWNyo1IfbNpbejkcNhCJTw26qZeapt7da2/irIJ+vqdWtLWeMpC2gBY92RunaWvgLAMBAqvRgLfSob2nvkTIoLanPnsyZny1rp9cMNkt7eJiM37fTBafnkbCXEOvTy/jqfnrelrEnzi53sQ8SYdcH0fMU4jJ7ZXf2271tr9ZtXDuvsu5/Xtb9Ypw/85g3VtLyziBYw1h2r79AEQiUA+IxQ6cVY6FPZ0N4TtMqvA+YVZSgpLkavHeoLhX94/Zjq23v0gWUTfLo+MS5GyyZl68X9Nac9t6PHpb1VrVpYfOp9mkC0cybHadnELD19Uqh8YN1RfesfezRrfLq+dOkMba9o1nX3rlNXrztkYzvR3PlmgTAgEnX2uFXV0qVS9lMCgM8IlWNcY0dP0Cq/DoiPdWjJxCy9uL9WR+ra9ZNn92vF1BytmJrj8z1WTsvV4dp2lTd0eD1vR0Wz3B6rhSUZIxw1MLpdPCtfB2vadLi2TZL00v5afePJ3bpoVr4euGmpbls5Wfd96AxVNHbqkY3lQR+PtVZ/eP2YVn7vRV32k1eGrAgNRIJjDf2VX3OYqQQAXxEqx7j6th5lJgc3VErSexYXqbyhQ6t+8KLae9z67ytneS3Qc7Lzpvf1aXxpv/fWIlvKmyRJC0uYqcTYdtHscZKku9bs1hNbKnXr7zdqWn6afvTeBW8W7zlnSo6WlGbq3hcPqdsV3NnKX750WP/1xE4tKc2Sx1q96951OkCwRAQ62l/5lT2VAOA7QuUY19gR/OWvknTlvPF68lMrtGJqru5cNVVT89OGdf2knBQVZSadtl/llrJGlWYnB62aLTBaFGYk6RtXz9brh+t158NbNSUvVX++5UylJrxV9NsYo8+smqYTzV16dGNF0MbS1evWb145rHOn5er3H12qx287S26P1a9ePhy0ZwL+Otrfo3JCDstfAcBXhMoxzFqrhvbgL38dMGt8uh746FJ9atXUYV9rjNH50/P06sG6U+7/stZqc1kTs5RAvw8tL9WTnzpHnzx/iv58y5lDvtly9pRszSlM16NBXAL71y2Vqm/v0SfOmySHw6g4K1nXLCzUmm3H31YVGogEx+rblZ0Sr3TaiQCAzwiVY1hbt0u9bhuSmcpAWDUzT529bq07NHQV2IrGTtW2dtP4GBhkWn6avnDJdDlP0TbIGKMr543XtopmVTR637PsD4+nr+Ls7PHpWj4p+83vf2DZBHW7PHp8c2XAnwmMxOHadk2gSA8ADAuhcgxrbO+VpJDNVI7U8snZSk2IfUebhAED+y3PnpI95HEAQ7tsTt/+y3/vrAr4vTccbdCh2nZ97JyJb9tHPWt8uhaVZOhPbxyTtTbgzwX8Ya3V/upWTR83vC0aADDWESrHsPr2bklSVsroWOKTEBuj86bl6tk9NfJ43vki9Pm9NSrJStbk3NQwjA4YvSZkp2j2+HT9c8eJgN/7+X01iosxumhW/juOvWdxsQ7XtmsfBXsQIWrbutXY0atpw9z3DwBjHaFyDGvs38uUlZIQ5pH47qJZ+apt7dbWiqa3fb+zx61XD9bpghl5w6oqC6DP5XMLtLmsSSeaOwN63xf21mhJaZbShtifdu60vqrOaw8MvaQdCLX9VX0teKYTKgFgWAiVY1h9W3+oDEFLkUA5f3qeYhxG/zppRuW1w3Xqdnl0wYy8MI0MGN0u6W9B8uyemoDds6KxQ/ur2075/+X4jCRNyk3RK4RKRIiBWfNpLH8FgGEhVHphjFltjLmvubk53EMJioGZysxRsvxVkpzJcbpkdr4e2lCu1q7eN7///N4aJcfHaNmkrDCODhi9JuemqDAjSWsPeG/bMxwv7O0LqOd7ebNnxZQcrT/SEPQ+mYAv9le1KjslXjmpo2cFDwBEAkKlF9baNdbaW51OZ7iHEhQN7b2Kj3G8rW/daPDxcyertculh9b3tUBo6ujRP3dUacXUHCXExoR5dMDoZIzRudNytO5gvVxuT0Du+cK+WpVkJWtSzqmbyJ8zNVedvW5tPtYUkGcCI7G/ppX9lADgB0LlGNbY3qOM5LhRtwdxfnGGzpyUpf9be0QdPS59+x971NLZqzsvnBbuoQGj2oqpuWrtdmnbSXuW/dHr9ui1Q/VaOT3X68+YZZOyFOMwWnswcDOkgD+stdpfReVXAPAHoXIMa+zoUeYo2k852B3nT1FVS5fOuvt5PbqpQrecO0kzC9LDPSxgVDtrcrYcRnp5/8j3OG6vaFZnr/ttvSmHkp4Yp/lFTq07VD/iZwIjUdnUqfYeNzOVAOAHQuUY1tTZq4zk0bOfcrAVU3P1yMeXa0lplpaWZukzq6aGe0jAqJeRHK95RRl6JQD7Kl8/3BcSl048/T7nJaVZ2lXZwr5KhNX+/iI908fRlgoAhotQOYY1dfSM2lAp9b1Y/fWHFuuRTyxXYhx7KYFAOHdqjraWN6m5s/f0J3vxxpEGTctPVbYPBU8WlmSqx+3RzsqWET0TGIkdFS0yRprKTCUADBuhcgxr6ugdtctfAQTHimm58ljptUP+L4HtdXu06WiDlk30vvR1wKKSDEnSlrJGv58JjNT6o/WaOS5d6UP0VAUAeEeoHKOstWrq6JVzFM9UAgi8BcUZSk2I1csj6B25s7JZ7T1un1v85KUnqjAjSZsJlQiTXrdHm481+bRcGwDwTqOrlwQCprPXrR63h5lKAG8TF+PQ8snZenl/ray1flWHfuNIgyT5PFMpSYsmZGpD/3XRylqrY/UdOlLfLo/HqigzWVPzUuVwjK4K3NFoZ2VfYallhEoA8Auhcoxq7OjbL5WRxEwlgLc7d2qOntldrWP1HSr10mPyVN44XK/JuSnKTfO9gfyikgyt2XZcJ5o7VeBMGvYzI1l9W7d+/9oxPbShTNUt3W87lpEcpw8sK9EtKyYpgzf5wmZ9/xsaSwiVAOAXQuUY1dTRI0m8iAHwDium5kqSXjlQO+xQ6XJ7tOFoo65aMH5Y1y0qyZQkbT7WpCvmRUeo9His/ry+THf/a6/aul26YEaePnVBnmYWpMlhjA7Vtuu5PdX6+QuH9MfXy/TjGxbo/Ol54R72mLT+SIMm56Yox4fCUgCAdyJUjlFNAzOV7KkEcJIJ2ckqzkrSi/tqdePy0mFdu/tEi9q6XTrzNP0pTzazIF0JsQ5tLmvUFfMKhnVtJGrp6tWn/rxFL+2v1TlTcnTXVbM0Je/tVUUXlmTqXWcUaW9Viz778DZ99Hcb9KVLZ+gT500O06jHJrfHav3RBl0ZBf/dAUC4ECrHqMb+mUr2VAI4mTFGq2bk68H1ZerocSk53vdfFW8c7ltGeOYwlxHGxzo0r8gZFcV6Kho79JHfbtDRunZ985o5+uCyEq97U2eMS9dfbjtLX3xsm+7+1145jHTruQTLUFl7sE6tXS6dPSUn3EMBgFGL6q9j1MBMZSYzlQCGcPHsfHW7PHppX+2wrnv9cL0m5qQoLz1x2M9cVJKpXZUt6na5h31tpChv6NB7f/W6alq69IePLdONZ07wqdhRUnyMfvzeBbpiXoG+88+9emxTRQhGC0m6f+0R5aYl6OJZ48I9FAAYtZipHKMG9lTSUgTAUJaWZikzOU5P7arSZXN9WxY40mWEC0sy9auXD2tnZYvOmJDp1z3CqbqlS+/79etq63bpz7ecqTmFzmFdHxvj0I/fu0BNHT36z7/u0LT8VM0rygjOYEcxa60O1rTp9SMNOljdqprWbsXGOJSVHKc5hU6dOSlbxVnJPt3rYE2rXtpfq89fNE3xsbzPDgD+IlR6YYxZLWn1lClTwj2UgGvq6FVyfIwSYmPCPRQAESg2xqFVM/P11K4q9bg8Pr3g3nOiRa1drmG1EhlsUUmGJGlLWeOoC5WtXb36yG83qLG9Rw/eOvxAOSAuxqGfvW+RVv9srT7xh03652dWUFCt39G6dj2xtVJ/23pcR+raJUlpCbHKdybK47Gqae3WA68dk9T339K1Cwt1xbzxyko59T+/e188rIRYh96/rCQkfwcAiFaESi+stWskrVm8ePEt4R5LoDV29NJOBIBXl8wep8c2Vei1w/U6b1ruac9/bk+NjJHOmuJfqMxLT1RhRtKo21fp8Vh95qGt2l/dqvs/smTEs4tZKfH65QfP0HX3vqr//OsO/fz9i/zqFxoNqpq79NSuKv11S6W2ljfJGOnMidm6ZcUknTMlR8VZSW/+s/F4rA7VtunZPTV6Ykul/utvu/T1Nbu1cnqerlk4XudNy1VaYt/vPWutvv/0Pj2+uUK3rJiobKq+AsCIECrHqObOHt79BuDViqk5cibF6ZEN5T6Fyqd2VWlRSaby0oa/n3LAogmZ2tDfM3C0uPelQ3p+b42+cfVsn/45+WJukVOfu2i6vvvvvv2V715cHJD7BlpXr1vP7K7W1vImHa1rV4/bo9SEWI1zJqrAmahxziQVZiRqfEaS8tISFePwHo7r27q150SrXj1Upxf31WrPiRZJ0oxxafrKZTN01YLxp+xj6nAYTc1P09T8NN22crL2nGjRX7dU6oktlXp2T7XiYoym5adpXHqiDta26Vh9h963tERfuWxmwP+5AMBYQ6gcoxo7emknAsCrxLgYvWdxkX776lFVt3Qp30vxnfKGDu0+0aL/vHzGiJ65qCRDa7YdV2VTpwozIr9f5bpDdfrB0/u0ev543XjmhIDe+9ZzJ+nFfTW66++7tHRiliZkD69naDD1uDz61UuHdP+rR9TY0auEWIcm5qQoIS5GJ5q79PL+WrX3vL3gUqzDyJkUp7TEWKUlxikh1qFej1Wvy6Mul1s1Ld1q63a9ee7i0kx9+bIZumBGnqblpw01DK9mFqRrZkG6/uOS6dpc1qTn99Zoz4kWlTd2aHp+mm5eMem0lXkBAL4hVI5RTR09mjEuPdzDABDhPnjmBP36lSP68xtl+uxF00553tO7qyVpxBU0l0/uWzr76sE6vSdCZ+cG1LR06dMPblVpTor+57q5AQ8nMQ6jH753gS798cv67MNb9cjHlys2JvzFZA7VtulTf96i3SdadOHMfH30nFItLc16x9hau3p1vKlLx5s7VdnYqeNNnWrq7FVrl0utXb3qcXmUEuNQXIxRQmyMzp2aoKLMJM0Yl655xU6lJwbmjc/YGIeWTszS0mG2uQEA+I5QOUY1dfRS+RXAaU3ITtF503L14Poy3bZyshLjhi7u9fSuKk3PT1Npzshm06bnpyk3LUFrD0R2qHS5PfrUg1vU1t2rP928TKkJwfl1WpiRpG9fO1effnCLfv7CIX3mwqlBeY6vNh1r1Mce2CCHMfrVjWfoktmnfhMhLTFO08fFafq44c8yAgBGl/C/5YmQs9aqqbOXHpUAfPLxcyepprVbv3rp8JDH91W1av3RBl02d+R9/owxOmdKjtYerJPHY0d8v2D50bP79caRBn37mrlBD01XzR+vaxaM10+fPxDWIkavHarXB3/zhpxJcXri9rO9BkoAwNhCqByDWrtdcnusMpIo1APg9M6akqMr5xXo5y8e1NH+Vg6D/fCZfUqNj9VHzioNyPPOmZKjhvYe7e4v0hJpXthbo5+/cEg3LCnW9WcUheSZ37hmjsalJ+qzD299c99hKG0u65uhLMpM0mOfOEsl2b71gQQAjA2EyjGouaNXkijUA8Bn/3XlLMXHOPTZR7aqtav3ze9vr2jSU7uqdfOKSQGrKL1iao4kae3BuoDcL5Aqmzr12Ue2alZBuu66anbInpueGKcfvXeByhs69I01u0L2XEnaUdGsD9+/XrlpCfrTzcuUm0b7DQDA27Gncgxq7OiRJGXSUgSAj/LTE/W/75qnTz+4Re//9Rv6xtWz1dXr0Rce3abM5Dh99JzSgD0rLz1R0/PT9PL+Wn3ivMmnPd9aq1cP1utfO09o49FG9bg9SkuM1dLSLF02t0BnTMgMyLh6XB7d8afNcrutfvGBRafcXxosSydm6baVk/XzFw7pghl5unROQdCfuedEi268/w2lJ8bpTzcvU56XCsAAgLGLUDkGNfXPVFKoB8BwXD63QIlxDt32x8269hfrJEkTspP1u5uWvtlUPlAumTNOP3v+gI7Vt3ttpbGvqlVf+/tOvX64QSnxMVo6MUupiXGqbe3S7187pt+sPaIlpZn6yuUztajE/3BprdXX1+zS1vIm/fKDi0ZckMhfd144Ta8cqNMXH92uSbmpfrXa8NWB6lZ98DdvKDE2Rg/ecqaKMlnyCgAYGqFyDGru7F/+mkSoBDA8F8zI16tfvkDrjzSopqVL71pcHJTKpx9cVqJ7XzyoB9Yd03+vnjXkOY9uLNdXn9iplIRYff2q2bphabESYt+aPWzvdumRjeX65UuHdP2963TTWRP1hUumKTl++ON9YN1R/emNMn3ivMkhmSE8lbgYh+794Bm65uev6qbfbtBfbz8rKLOHe6tadOP/rZfDYfTnW5axhxIA4BV7KseggVDpJFQC8ENOaoIun1ugj5w9MWitNPLSE3XF3AI9urH8HYVp3B6ru/6+S198bLvOmJCpp+48Vx8+q/RtgVKSUhJiddPZE/Xs587TB5dN0P2vHtHFP3pZrw5zr+aabcf1jSd368KZ+fqPS6aP+O82UoUZSfrtR5aosaNHN/z6dZ1o7gzo/Z/aVaXrf7FORtKfb16mSbmpAb0/ACD6jKlQaYyZb4zpNcYcDfdYwmkgVKYTKgFEsI+cPVGt3S797LkDsravvUhNa5c++rsN+t26o/rYORP1h4+dvnBMWmKcvnnNHD1865mKj3HoA795Q199YodPVVSf2FKpzzy0RYsnZOknNyyQw2EC8ncbqTmFTv3upqWqbenWu+59TbuON4/4no3tPfr8I9v08T9s0pS8VK351DmaGsTltQCA6DFmlr8aY4ykX2oM/Z1PpaWrV/GxjpAXmQCA4VhQnKH3LC7Sr14+rJrWbo1zJuqh9WXq6HHrO9fO1fuXlQzrfssmZeufn1mh7z+1T//36hE9vataX7xkuq5ZWKi4mLe/x9rR49J3/rlHf3y9TMsmZun+jyxRSpBmZf21dGKW/nzLmbr59xt07c/X6QuXTNNHzpqo+NjhvV9c2dSpP75+TH947Zi6et365PlT9MkLpvA7AgDgs8j6DRlcH1ffzGx5uAcSbi2dvSx9BTAqfPf6ecpKSdAvXzqkWIfRopJMfee6OZqS598MWmJcjL565SxdMa9Ad63ZrS8+tl3fe2qfrpw3XjMK0mSt1Z4Trfrrlko1d/bqlhUT9cVLZgw7qIXK3CKn/vWZc/Ufj23Td/65V79/7Zg+evZEXTmv4JR7LV1uj/ZWtWrdoTo9v7dGbxxpkCRdMbdAn141NajFfwAA0ckMLCmKZsaYPEm7JF0s6a+SZK0t9fX6xYsX240bNwZncGFw+582aV9Vq577/MpwDwUAfNLU0aPUhFjFxgQu3Hk8Vi/sq9Gf3ijT2oN16nF5JEmxDqNLZo/TR8+ZGLB2JMFmrdXLB+r0w6f3aVtF31LY0uxkTclLfXOrQ2uXSxWNnTpS16au3r6/6/T8NF0+t0DXLSpUcRbFeALmF8ul7MnSe/8Y7pEAQMAYYzZZaxcPdWyszFT+UNKfrbVb+lbBjm3NzFQCGGUygtBX1+EwWjUzX6tm5svl9qi8sVOxDqP89MSInZk8FWOMzpuWq/Om5epAdaue3l2tnZXNOlLXrtYTrZKktMRYjc9I0lmTszWvyKklpVkan5EU5pEDAKKBX6HSGOOQdJuk/5GUJmmitfaoD9clSLpT0g2SpkhyS9oj6QFJ91lrPf6M5zTPvEDS+ZJmBvreo1VLp0s5qYF/gQYAo1VsjEMTw9R7MtCm5qdRYAcAEFLDfivWGDNb0lpJ96gvUPp6XY6kDZLulrRe0mWSrpN0QtK9kp4xxgS02ZYxJl7SLyR9zlrbEsh7j2bMVAIAAAAIlGHNVBpjvi7py+oLhXf3f+6rRyXNlfQTa+2dg+75gvr2OV6tvnB50xDPTZF0rY/PabLWPtn/+ZcllVlrHx7GOKNec2cv7UQAAAAABMRwl7/eKemz6gt/H/b1ImPM9ZJWSuqSdNfgY9Zaa4z5ivpC5YeNMfdYazeddItcSX/w8XG7JD1pjJki6XOSlvg6zrHA47Fq7WKmEgAAAEBgDDdUzrLWVkp9RQGG4eb+j89ba5tOPmit3WOM2aO+fY8flXRyqCyT5GsJPnf/x4slGUmvnDTWXEkyxlT1f/0Ra+2/fbz3qNfW45LHilAJAAAAICCGFSoHAuVw9O9rXNX/5QYvp25QX6i8QtIdJz3XI6lpOM+11v5CffspTx7P0f7jpcO5X7Ro7uiVJKUnEioBAAAAjFwoaqbPlDSQYI56OW/g2ARjjDOYAxrLmjv7QyUzlQAAAAACIBShsmTQ57Vezht8rChIY/GZMeZWY8xGY8zG2lpvwx5dWrr6QiXLXwEAAAAEQihC5eC2I11ezht8LD3QgzDG7OrfR1ksqdgYU2WM2XWq862191lrF1trF+fm5gZ6OGHT0kmoBAAAABA4wy3UM2pZa2eHewyR4K3lr2PmXz0AAACAIArFTGXroM8TvZw3+FhLkMYy5rV0uiQxUwkAAAAgMEIRKssGfe5tHengYxVBGsuwGGNWG2Pua25uDvdQAqa5s1cOI6UmMFMJAAAAYORCESr3SOrt/7zUy3kDx45ZayMixVlr11hrb3U6o6cYbXNnr9KT4obbZxQAAAAAhhT0UGmt7ZH0XP+Xi72cuqT/4z+CO6Kxrbmzl6WvAAAAAAImFDOVkvSb/o+rhupBaYyZob5+llbS/SEa05jU0kWoBAAAABA4IQmV1trHJb2kvmI8Xxt8zPStw/xO/5cPWGs3hWJMvojWPZWESgAAAACBMqxQaYzJM8bMMcbMkVQ46NC0ge8bY1JOcfm7JO2Q9FljzL3GmLONMedLelTStZKel3SbH3+HoInaPZWJhEoAAAAAgTHcEqC366SZxn5PDfr8fEkvnnyCtbbOGLNE0p2S3ifpRklu9RXyuV3Sr6y1nmGOB8PU0ulSOjOVAAAAAAJkWKHSWnuXpLv8fZi1tlvSd/v/IMSstWph+SsAAACAAApVoR5EgK5ej3rcHkIlAAAAgIAhVHoRbYV6mjv72oWmJw131TMAAAAADI1Q6UW0Fepp6eoLlcxUAgAAAAgUQuUYMjBTSagEAAAAECiEyjGkuaN/+SstRQAAAAAECKFyDGH5KwAAAIBAI1R6Ea2FegiVAAAAAAKFUOlFtBXqGQiVaYlUfwUAAAAQGITKMaS5s1epCbGKjeFfOwAAAIDAIF2MIS2dLpa+AgAAAAgoQuUY0tzZq3RCJQAAAIAAIlSOIS2dvUpnPyUAAACAACJUjiEtXb0sfwUAAAAQUIRKL6KxpQihEgAAAEAgESq9iMaWIoRKAAAAAIFEqBwjet0edfS4KdQDAAAAIKAIlWNES2evJDFTCQAAACCgCJVjRDOhEgAAAEAQECrHiIFQmZ5ESxEAAAAAgUOoHCNaulySmKkEAAAAEFiEyjGC5a8AAAAAgoFQ6UU09al8a/kroRIAAABA4BAqvYimPpUD1V/TEwmVAAAAAAKHUDlGtHT2KiHWocS4mHAPBQAAAEAUIVSOEc2dveynBAAAABBwhMoxoqWrl/2UAAAAAAKOUDlGtHa5lJZIj0oAAAAAgUWoHCNaulxKo0gPAAAAgAAjVI4RrV29SktgphIAAABAYBEqx4g2lr8CAAAACAJC5RjBnkoAAAAAwUCoHAN63R519rrZUwkAAAAg4AiVXhhjVhtj7mtubg73UEakrcslSUplTyUAAACAACNUemGtXWOtvdXpdIZ7KCPS1t0XKln+CgAAACDQCJVjQEtXrySx/BUAAABAwBEqx4DW/uWv6cxUAgAAAAgwQuUYMBAqmakEAAAAEGiEyjGgtX/5ayozlQAAAAACjFA5BlCoBwAAAECwECrHgLeWvxIqAQAAAAQWoXIMaOnqVXysQwmxMeEeCgAAAIAoQ6gcA1q7XEpLYJYSAAAAQOARKseAti4XS18BAAAABAWhcgxo7eqlnQgAAACAoCBUjgGtzFQCAAAACBJC5RjQ2uVSKnsqAQAAAAQBodILY8xqY8x9zc3N4R7KiLR1u1j+CgAAACAoCJVeWGvXWGtvdTqd4R7KiLR09bL8FQAAAEBQECqjnMdj1dbtUjqhEgAAAEAQECqjXHuPS9ZKqYRKAAAAAEFAqIxyrV0uSWJPJQAAAICgIFRGubbugVDJTCUAAACAwCNURrnWrl5JzFQCAAAACA5CZZRr6V/+Sp9KAAAAAMFAqIxyA3sqqf4KAAAAIBgIlVGujUI9AAAAAIKIUBnl3tpTyUwlAAAAgMAjVEa51i6XHEZKjo8J91AAAAAARCFCZZRr7epVakKsjDHhHgoAAACAKESojHKt3S72UwIAAAAImjGx0c4Yc1RS4hCHDlhrV4R4OCHV2uViPyUAAACAoBkzacNaOy7cYwiH1q5eQiUAAACAoGH5a5Trm6lk+SsAAACA4CBURjmWvwIAAAAIJkJllGvrJlQCAAAACB6/Q6UxxmGMucMY02KMscaYUh+vSzDGfMkYs8UY02qMaTLGvGaM+YQxJmgh1xhztzFmtzGmxhizwxjzDWNMcrCeFwmstf0tRVj+CgAAACA4/ApxxpjZktZKukdS2jCuy5G0QdLdktZLukzSdZJOSLpX0jPGmKGqtI6UldQqaZmkYklflfRJSS8G6XkRodvlUa/bMlMJAAAAIGiGnTaMMV+X9GX1hcK7+z/31aOS5kr6ibX2zkH3fEHSXyVdrb5wedMQz02RdK2Pz2my1j456Osl1tq6QV//zRjzVUk/l3S7pB8O4+8warR09UqS0gmVAAAAAILEn7Rxp6TPqi/8fdjXi4wx10taKalL0l2Dj1lrrTHmK+oLlR82xtxjrd100i1yJf3Bx8ftkvRmqDwpUA74h/pC5eWK0lDZ1uWSJKq/AgAAAAgaf0LlLGttpSQZY4Zz3c39H5+31jadfNBau8cYs0fSTEkflXRyqCyTlOnjs9w+nFPV/zHPx3uOOq39oTI1gZlKAAAAAMEx7LQxECiHwxgTL2lV/5cbvJy6QX2h8gpJd5z0XI+kJj+evVJSnLX2mZMO5fd/HGoWMyq0vjlTSagEAAAAEByhaikyU9LAGsyjXs4bODbBGOMM0LNXqq8oz8ku7//4dICeE3Fa+/dUsvwVAAAAQLCEKlSWDPq81st5g48VBfD5q/tblsT1t0K5WNI31bf38p6hLjDG3GqM2WiM2Vhb623Ikau1m5lKAAAAAMEVqlA5uO1Il5fzBh9LD9CzfyHpi5I+JOmYpIb+7z0g6WxrbdtQF1lr77PWLrbWLs7NzQ3QUEKL5a8AAAAAgi3q04a1tkbSD/r/jCkDy18p1AMAAAAgWEI1U9k66PNEL+cNPtYSpLH4zBiz2hhzX3Nzc7iH4pfWLpeS42MUGxOqf80AAAAAxppQpY2yQZ97W0s6+FhFkMbiM2vtGmvtrU5noGoGhVZrVy9LXwEAAAAEVahC5R5Jvf2fl3o5b+DYMWvt6JwejCBt3S6WvgIAAAAIqpCESmttj6Tn+r9c7OXUJf0f/xHcEY0NrV0u2okAAAAACKpQbrb7Tf/HVUP1oDTGzFBfP0sr6f4QjitqtXS5WP4KAAAAIKhCFiqttY9Lekl9xXi+NviYMcZI+k7/lw9YazeFalzejP5CPb1KZ6YSAAAAQBANexrLGJMnKa//y8JBh6YZY1L7Pz9irW0f4vJ3SXpe0meNMUmS/igpXtIdkq7tP3bbcMcULNbaNZLWLF68+JZwj8UfbV3sqQQAAAAQXP4kjtt10kxjv6cGfX6+pBdPPsFaW2eMWSLpTknvk3SjJLf6CvncLulX1lqPH2PCEFpZ/goAAAAgyIadOKy1d0m6y98HWmu7JX23/w+CxOX2qLPXTaEeAAAAAEEVykI9CKG2bpckKZWZSgAAAABBRKj0YjQX6nkzVCbEhHkkAAAAAKIZodILa+0aa+2tTuc7OqBEvPZutyQphUI9AAAAAIKIUBmlBmYqCZUAAAAAgolQGaXa31z+SqgEAAAAEDyEyijVRqgEAAAAEAKESi+io1APoRIAAABA8BAqvRjdhXrYUwkAAAAg+AiVUeqtUElLEQAAAADBQ6iMUm3dbsXFGCXEEioBAAgpa8M9AgAIKUJllGrvdrH0FQCAsDHhHgAAhAyhMkq1d7so0gMAAAAg6AiVUaqVUAkAAAAgBAiVXozmliIsfwUAAAAQCoRKL0Z7SxFCJQAAAIBgI1RGqbZul1JpJwIAAAAgyAiVUaq9262UeGYqAQAAAAQXoTJKtXe7lJpIqAQAAAAQXITKKGStVVsP1V8BAAAABB+hMgp19LhlrSjUAwAAACDoCJVRqL3bJYlQCQAAACD4CJVejNY+lW39oZLqrwAAAACCjVDpxWjtU9ne7ZYkqr8CAAAACDpCZRR6a6aSUAkAAAAguAiVUWhgTyUtRQAAAAAEG6EyCrVRqAcAAABAiBAqoxDLXwEAAACECqEyCtFSBAAAAECoECqj0ECoTI6jpQgAAACA4CJURqG2brdS4mPkcJhwDwUAAABAlCNURqH2bheVXwEAAACEBKHSC2PMamPMfc3NzeEeyrC0dbvYTwkAAAAgJAiVXlhr11hrb3U6neEeyrC0dbuo/AoAAAAgJAiVUaijx6XkeIr0AAAAAAg+QmUU6uhxKyWemUoAAAAAwUeojEIdPW4ls/wVAAAAQAgQKqNQe7eLHpUAAAAAQoJQGYU6e9xKTiBUAgAAAAg+QmWUsdaqvcfFnkoAAAAAIUGojDLdLo88VsxUAgAAAAgJQmWU6ehxSxJ7KgEAAACEBKEyyrR3uySJ6q8AAAAAQoJQGWUGZirZUwkAAAAgFAiVUaajp3+mMp7lrwAAAACCj1AZZd7cU0moBAAAABAChMooM7CnMoU9lQAAAABCgFDphTFmtTHmvubm5nAPxWcDM5VJzFQCAAAACAFCpRfW2jXW2ludTme4h+IzCvUAAAAACCVCZZR5s1BPAjOVAID/3979R0la1Xcef39npmfoGbAlMpgIwqwhCqJsNgxZc1xdkZWE4ER+mF3ZhMUfOBHYPULWE0w2G3FPQvAY94QTEsLEGFGMZoMH10ET1wPqrtEsA2sk6rgeXGAiQR3EaXCqZ6q75rt/PE8xZVFdU13d/Txd1e/XOc+pH/e5Vben73T3p+597pUkafkZKsfM/oPlQj0ThkpJkiRJy89QOWYas3OsX7eGdWv91kqSJElafiaPMdM42GKTi/RIkiRJqoihcszsb86x0UV6JEmSJFXEUDlmZpotNjpSKUmSJKkihsoxs7/ZYuMGRyolSZIkVcNQOWYaB+e8plKSJElSZQyVY6bh9FdJkiRJFTJUjpmGC/VIkiRJqpChcszsb7bYtMGRSkmSJEnVWDWhMiJOioj3R8RDEfG9iNgTEbdHxGl1t20pNQ7OMTnhSKUkSZKkaqyKUFkGx3uBe4DnZ+azgLcBFwKn19m2pZSZNGYdqZQkSZJUnbEf0oqIAD4I/Hlm/lH7+cz8bxFxLvB4bY1bYgdmD5GJ11RKkiRJqsxqSB+vBM4E3tRdkJmXV9+c5bO/OQfgSKUkSZKkyqyG6a+vBprA39fdkOU202wBMDlhqJQkSZJUjaFDZUSsiYirIuKJiMiI2DJgvQ0RcW1EfCkinoyIfRHxxYh4S0QsR8g9A9gL/FREfDIiHo2Ib0XEhyLiecvwfrU5PFK5GgagJUmSJK0EQ4W4iDgd+DxwE3DMAuodB+wCbqBYNOc84CLgUeBm4NMRcdQwberj2cAzgY+X7T0JOJcibP7vQcPwKNh/sBip3LjekUpJkiRJ1VjwkFZEvBN4O0UovKG8P6i/BF4M3JiZV3e85meAO4DXUITLN/R4300Uq7UOYl9m3lnenwQ2Ab+TmZ8sn/taRPwK8DfAdcDrF/A1rFjt6a8u1CNJkiSpKsOkj6uBayjC32WDVoqIi4FXAAcogtxTMjMj4tcpQuVlEXFTZt7X9RKbKVZxHcRXgXaobJS3n+16zy9ExH6KUcux0J7+6kilJEmSpKoMEypfmJmPABS7dQysvdLq3Zm5r7swM3dHxG7gNOCNQHeo3AMcO+B7tbrqvQj4Xo/z9gInDviaK17DayolSZIkVWzB11S2A+VCRMR64Jzy4a4+p7bLzu/xvocyc9+Ax5MdVe8pb4/v8X7PAr670K9npWo0vaZSkiRJUrWq2lLkNGCivP9Qn/PaZSdHxNQSvfeHKUYuf2iaa0RspVhk6K+W6H1q1ygX6pk0VEqSJEmqSFWh8qSO+3v7nNdZtiTTUjPzG8C7gbdGxKuicBLwxxSrzr6jV72I2B4R90bEvXv39mvyyvHUSKX7VEqSJEmqSFWhsnPbkQN9zusse8YSvv9vlMeNwOMU02y/Cvzz+abzZuaOzNyamVs3b968hE1ZPo3ZOdavW8O6tVV9WyVJkiStdqtiRZfMTOAPy2NszTRbXk8pSZIkqVJVDWl1LpxzVJ/zOsueWKa2jK1Gs+XUV0mSJEmVqipU7um4328uaWfZt5apLQOLiG0RsWN6errupgxkptlykR5JkiRJlaoqVO4GZsv7W/qc1y57ODNrT3KZuTMzt09NLdVCtMtrf3OOjetXxYxmSZIkSStEJaEyM5vAXeXDrX1OPau8/cTytmg8NRyplCRJklSxKpcJfW95e06vPSgj4lSK/SwTeF+F7RobLtQjSZIkqWqVhcrM/CjwOYrFeH5ob8iICOD68uGtmXlfVe3qZ9SuqWw05wyVkiRJkiq14AvwIuJ44Pjy4QkdRc+PiKPL+w9m5v4e1V8L3A1cExGTwG3AeuAq4MKy7IqFtmm5ZOZOYOfWrVvfXHdbBjHTbDE54TWVkiRJkqozTAK5kq6RxtKnOu6fDXy2+4TMfCwizgKuBi4BLgVaFAv5XAnckpmHhmiTgMas018lSZIkVWvBoTIzrwOuG/YNM/Mg8K7y0BJqeE2lJEmSpIpVuVCPllHrUNKcO+Tqr5IkSZIqZajsY5QW6mk05wAcqZQkSZJUKUNlH5m5MzO3T009bQeUFWem2QJg43oX6pEkSZJUHUPlmGg8FSodqZQkSZJUHUPlmDBUSpIkSaqDoXJMzMwW11ROOv1VkiRJUoUMlWNi/0FHKiVJkiRVz1DZx2it/lqEyskJQ6UkSZKk6hgq+xip1V9n3VJEkiRJUvUMlWOi4ZYikiRJkmpgqBwT7X0qJx2plCRJklQhQ+WYcEsRSZIkSXUwVI6JRrPFxNpgYq3fUkmSJEnVMYH0MUqrv84051z5VZIkSVLlDJV9jNLqr41my0V6JEmSJFXOUDkmGrMtNm5wpFKSJElStQyVY2Km2XKRHkmSJEmVM1SOiUZzjo0TTn+VJEmSVC1D5ZiYabbco1KSJElS5QyVY2K/018lSZIk1cBQOSYcqZQkSZJUB0PlmGg05xyplCRJklQ5Q2UfEbEtInZMT0/X3ZQjcp9KSZIkSXUwVPaRmTszc/vU1FTdTemrdSg5OHeIyQlHKiVJkiRVy1A5BmZmWwBOf5UkSZJUOUPlGGg05wBDpSRJkqTqGSrHwEyzGKmc9JpKSZIkSRUzVI6BRtPpr5IkSZLqYagcA4ZKSZIkSXUxVI6BmadCpdNfJUmSJFXLUDkGXKhHkiRJUl0MlWOgvaXIpKFSkiRJUsUMlX1ExLaI2DE9PV13U/rymkpJkiRJdTFU9pGZOzNz+9TUVN1N6Wv/wXL664TXVEqSJEmqlqFyDBzep9KRSkmSJEnVMlSOgcZsi3VrgvXr/HZKkiRJqpYpZAzMNFuOUkqSJEmqhaFyDDSacy7SI0mSJKkWhsox0Gi22LjeRXokSZIkVc9QOQZmmi0mJxyplCRJklQ9Q+UYKEYqDZWSJEmSqmeoHAON2RYbNzj9VZIkSVL1DJVjYKY5x0anv0qSJEmqgaFyDDj9VZIkSVJdDJVjwH0qJUmSJNXFUDkGHKmUJEmSVBdD5Yg7dCiZmW0x6T6VkiRJkmpgqOwjIrZFxI7p6em6mzKvmdkWgCOVkiRJkmphqOwjM3dm5vapqam6mzKvRtNQKUmSJKk+hsoRN1OGykm3FJEkSZJUA0PliGvMzgGw0WsqJUmSJNXAUDninP4qSZIkqU6GyhH31PRXQ6UkSZKkGhgqR5wjlZIkSZLqZKgccY2m11RKkiRJqo+hcsTNOFIpSZIkqUaGyhHn9FdJkiRJdTJUjriZWRfqkSRJklQfQ+WIazTnWLsmWL/Wb6UkSZKk6plERtz+gy02TqwlIupuiiRJkqRVaOxDZURcFxE/iIhv9zhmIuJrdbdxMWaaLae+SpIkSarN2IfK0u9l5o92H8BDwMfqbdriNGZbLtIjSZIkqTarYXPDB3o9GRFbgVOBD1TbnKU105xj0j0qJUmSJNVk7NNIZt42T9EvA/dk5terbM9SazQdqZQkSZJUn9Uy/fWHRMRa4BLg1rrbsliGSkmSJEl1GjpURsSaiLgqIp6IiIyILQPW2xAR10bElyLiyYjYFxFfjIi3RERVIfdc4JnARyp6v2Uz02wxOWGolCRJklSPoUJcRJwOfB64CThmAfWOA3YBNwD3AOcBFwGPAjcDn46Io4Zp0wJdCtyZmY9X8F7LqjE750ilJEmSpNos+JrKiHgn8HaKUHhDeX9Qfwm8GLgxM6/ueM3PAHcAr6EIl2/o8b6bgAsHfJ99mXnnPO0/pnyfSxbQ7hWr2FJk7C+NlSRJkrRCDZNGrgauoQh/lw1aKSIuBl4BHACu6yzLzIyIX6cIe5dFxE2ZeV/XS2wGPjjg230V6BkqKUZG9wN/NeBrrWiNZotNjlRKkiRJqskwofKFmfkIQEQspN7l5e3dmbmvuzAzd0fEbuA04I1Ad6jcAxw74Hu1+pRdCnw4M2cHfK0VKzOZcZ9KSZIkSTVacKhsB8qFiIj1wDnlw119Tt1FESrPB67qet9DwL6FvndXO04AzgZ+bTGvs1IcmD1EJk5/lSRJklSbqlZbPQ2YKO8/1Oe8dtnJETG1DO34t8DuzPw/y/DalWs05wAcqZQkSZJUm6pC5Ukd9/f2Oa+z7MRlaMcvM+DelBGxPSLujYh79+7t1+T6NJrFLN9JQ6UkSZKkmlQVKju3HTnQ57zOsmcsZQMi4gzgdOBDg5yfmTsyc2tmbt28efNSNmXJtEOlI5WSJEmS6rJqLsbLzPsZs6/X6a+SJEmS6lbVSOWTHfeP6nNeZ9kTy9SWsTHTnv46MVZZWZIkSdIIqSpU7um4328uaWfZt5apLQOLiG0RsWN6errupvTk9FdJkiRJdasqVO4G2vtCbulzXrvs4cysPcll5s7M3D41tRwL0S5eY9ZQKUmSJKlelYTKzGwCd5UPt/Y59azy9hPL26LxMFNeU+nqr5IkSZLqUtVIJcB7y9tzeu1BGRGnUuxnmcD7KmzXyDo8/dVrKiVJkiTVo7JQmZkfBT5HsRjPOzrLIiKA68uHt2bmfVW1qx+vqZQkSZKk/hY8xBURxwPHlw9P6Ch6fkQcXd5/MDP396j+WuBu4JqImARuA9YDVwEXlmVXLLRNyyUzdwI7t27d+ua629LLTLPFmoAN66occJYkSZKkw4aZN3klXSONpU913D8b+Gz3CZn5WEScBVwNXAJcCrQoFvK5ErglMw8N0aZVqdFssXH9OoqBXkmSJEmq3oJDZWZeB1w37Btm5kHgXeWhRZiZnXORHkmSJEm1ct7kCCtGKg2VkiRJkupjqOxjFBbqmZwwVEqSJEmqj6Gyj8zcmZnbp6aetgPKitBozjlSKUmSJKlWhsoR1l6oR5IkSZLqYqgcYTPNlgv1SJIkSaqVoXKEuVCPJEmSpLoZKkeYoVKSJElS3QyVfaz01V9nmnNMTnhNpSRJkqT6GCr7WMmrv2YmjVlHKiVJkiTVy1A5og7OHSITF+qRJEmSVCtD5YhqNFsAbDJUSpIkSaqRoXJENZpzAO5TKUmSJKlWhsoRNVOOVDr9VZIkSVKdDJV9rOTVX9vTX12oR5IkSVKdDJV9rOTVXxuOVEqSJElaAQyVI8prKiVJkiStBIbKEeX0V0mSJEkrgaFyRD21UM+EoVKSJElSfQyVI+rw9FdDpSRJkqT6GCpHVGO2Pf3VayolSZIk1cdQOaLWr13D5mM2cNSE30JJkiRJ9XGYq4+I2AZsO+WUU+puytNc/rLncfnLnld3MyRJkiStcg5z9bGS96mUJEmSpJXAUClJkiRJGpqhUpIkSZI0NEOlJEmSJGlohkpJkiRJ0tAMlZIkSZKkoRkqJUmSJElDM1RKkiRJkoZmqJQkSZIkDc1QKUmSJEkamqGyj4jYFhE7pqen626KJEmSJK1Ihso+MnNnZm6fmpqquymSJEmStCIZKiVJkiRJQzNUSpIkSZKGZqiUJEmSJA3NUClJkiRJGpqhUpIkSZI0NEOlJEmSJGlohkpJkiRJ0tAMlZIkSZKkoRkqJUmSJElDM1RKkiRJkoZmqJQkSZIkDc1QKUmSJEkamqGyj4jYFhE7pqen626KJEmSJK1Ihso+MnNnZm6fmpqquymSJEmStCIZKiVJkiRJQzNUSpIkSZKGFplZdxtWvIjYCzxcdzt6OA54rO5GSH3YR7XS2Uc1CuynWunso6vDyZm5uVeBoXKERcS9mbm17nZI87GPaqWzj2oU2E+10tlH5fRXSZIkSdLQDJWSJEmSpKEZKkfbjrobIB2BfVQrnX1Uo8B+qpXOPrrKeU2lJEmSJGlojlRKkiRJkoZmqBwxEbEhIq6NiC9FxJMRsS8ivhgRb4kIv59aEhGxJiKuiognIiIjYssC6j4nIm6MiG9GxIGI+E5E3BkRPztg/RdExJ9GxJ6y/j9GxF9ExE8P/QVpLETERERcHBEfiIivR8T+so/siYiPRsS2AV5jKiJ+JyJ2R0QjIh6LiLsj4nUDtmFR/Vvjr/w9/eqI+P3y9/P3ImKu/J19f/n8jx/hNeynqlxE3F7+zj/i7337qLoZQkZIRBwH7AJuAO4BzgMuAh4FbgY+HRFH1ddCjYOIOB34PHATcMwC674E+ArwZuCPgZcDVwLPBf46Iq4/Qv3XAF8CfgG4HngZcC3w08AXIuKKBX0xGhsRcSLwIHA78C8p+ud55f0by9uPR8QdEbFhntc4Bfh74O3AHcArgX9H8bvwwxFxW78P5xbbv7Vq3AzsBN4A3AW8DvgZ4PUUv6/fCnw1Ii7oVdl+qjpExC8CFw94rn1UT5eZHiNyAJ8BEvj9rucD+FhZ9md1t9NjdA/gncBB4H8Bv1v2qQS2DFB3M7C3PP+CrrIpYE9Zdtk89U8DGsAcsLWr7GTgCaAFvLLufyeP6g/gRWX/+QfgR3qUnwHMlufc1KN8A/B/y/Kru8rWU3xgl8A75nn/RfVvj9VzAO8v+8LL5ynfWZZ/H5jsKrOfelR+AMcB3wGePNLvffuox7z9qO4GeAz4jSo+PUpgBnhmj/LTyvJDwJl1t9djNA9gmuLTwqD4VH0hofIPynP/dp7yK8ryb3f/IVWWt//Q+sg89d9Vln+57n8nj+qPjlD5q33O+UB5zgHg6K6y/1iWPQKs7VH3vLK8ATynR/mi+rfH6jmA3wY+3qf833T8bD2rq8x+6lH5AXwY2Af8xgCh0j7q0fNw+uvouLy8vTsz93UXZuZuYDdFGHhjhe3SeHlhZv5Rlj/ZBxUR64FLy4cfnee09vPPBl7dVf/HgJ8fsP4ZEXHWQtqnsfAY8B7gv/c558vl7QbgBV1l7Z+hH8vMVo+6/4PiU/pJ4Jc6Cxbbv7W6ZOZvZuYv9DnlYMf9J7vK7KeqVDkN+3UUYfEfB6hiH1VPhsoRUP4nPKd8uKvPqe2y85e3RRpXmfnIkFVfSjFtBebpo5n5XYppLfD0PvpzHP55NF8f/zuK6Y296mvMZea3M/NtmfnNPqd1/oHzg/adiPgnwKnlw/n6Z4viel54ev9abP+WOl1S3v5NZn69/aT9VFWLiGMp1+TIzD8d4Hz7qOZlqBwNpwET5f2H+pzXLjs5Iqb6nCcttTM67j/U57x22Rldz7cftyiumXuazGxSLHLRq74E8BPl7beBBzqeX6r+OWx9rXIRcXREvDQi/gL41xSLm1zYdZr9VFW7ETiaYsGcQdhHNa91dTdAAzmp4/7ePud1lp1IcX2cVIWF9tHnzlP/+/NMp+msf1KP+lrlImIdh1cufE9XP1po/zw2IjZl5v4h69s/BUC5dcg3OPwh/gPAazOz19Q/+6kqExHnU0xF/Q+Z+fCA1eyjmpcjlaOhc1uHA33O6yx7xjK1ReploX20u38e01W+0PrSmyiuwbmH4tP3Tov9GbrY/q3V6x+Af0qxLdKlFLMtbo+IT0fESV3n2k9ViXI22y0UK73/4QKq2kc1L0cqJUkjLSKeD7wb+C7wusycPUIVqRLltP2vlA93RcSHgD+h+BDk8xFxZmb2G7GRlsN7gGdRbNG1oIX5pPk4UjkaOleHO6rPeZ1lTyxTW6ReFtpHu/vnk13lC62vVSoing18gmJ/03Mz88Eepy32Z+hi+7cEQPkH/K8C+ymm9v1mR7H9VMsuIs6l+FDjtzLzGwusbh/VvAyVo2FPx/3Nfc7rLPvWMrVF6mWhfbR7MZ52/WMjYu0Q9bUKRcSPAndTfOL+s5n55XlOXWj//H7HNUDD1Ld/al6Z+QTwt+XDzq1H7KdaVhFxDMVI+S7gvw7xEvZRzctQORp2c3grhS19zmuXPZyZLtKjKt3fcX9Ln/PaZfd3Pd9+vJZ5Lswvt9b5sXnqa5WJiBOBz1H88XF2Zvbbbmmp+uew9aVu3ylvT+h4zn6q5XYmxWI5ZwIHI2Ku8wA6txV5oKOs/bx9VPMyVI6A8pqMu8qHW/uc2t4Q/hPL2yLpab7A4dWGe/bRiDiewyu/dffRvwYO9asP/CSHt9axj69iEbEF+J8Uiz68onuEMiK2RMTR7cfllNj2foDz9c+1wD8rH3b3r8X2b60SEXFCRHw9Iv7FEU5tb/v11AfA9lNVYBfwYorFo36yx/FbHef+fPfz9lH1Y6gcHe8tb8/ptQdlRJxKsZ9lAu+rsmFSZh4EPlg+vHie0y4qb78D3NlV/1HgkwPWv/8Io1IaYxHxExSBch3w8sz8Wo/THgRe2/Vc+2foBRHR63ffqyhC6gHgzzsLFtu/tapMAC8AXjLfCRExCfxM+fCLXcX2Uy2bzNyfmV+Z7wAe6Tj9Gx1lnc/bR9WToXJElHtafY7i4uV3dJZFRADXlw9vzcz7Km6eBPBfgMeAl0RE53VCRMQzgLeXD6/NzJke9X8NmAF+MSJ+qqv+c4ErKEYzr1nqhms0RMQLKX4OzgIvy8wHFlD9Jor9Ak8A/n3X605Q9F+AG7r+gGpbbP/W6vLWchGpXn4X+BGKD4Hf3VVmP9VKZx9Vb5npMSIHcBzF/PIEbgZeCpwN3F4+dxdwVN3t9BjdAzgeeFF5/KeyXyVwbsfzm/rUfwnwOMXKhm+jmJJ9IfB35etcf4T3vwBoUGx8/CsU02N+Cfh/FKt7XlH3v5FHPQfw4xRbhiRwEPhBnyOB1/d4jVMoFoqYA3677K/nAZ8p69wGrOnThkX1b4/xP4DnUIzQJPA94D8DP0cxHfBCihkZWZ7zpnlew37qUdkBbDrS7/0edeyjHk87ovzmakRExAbgauASiv/ULYqFfG4FbsnMQ/PXlvqLiOvoGgnv4ezM/Gyf13gOxSeN51N8kvkExYb0f5CZnxqgDS8ArgX+FcVm9o9TbND8e5l5z5G/Co2jiLgAuGMBVd6Qme/v8TpTFKPiF1EsBtEAvgzsyMyPDNCORfVvjb+IeBbF9OtXAWdQ9JMNFNspPEDxh/ctmfnNPq9hP1UlIuIVFH1yXpkZPerZR/VDDJWSJEmSpKF5TaUkSZIkaWiGSkmSJEnS0AyVkiRJkqShGSolSZIkSUMzVEqSJEmShmaolCRJkiQNzVApSZIkSRqaoVKSJEmSNDRDpSRJkiRpaIZKSZIkSdLQDJWSJEmSpKH9fxlTymr9pnvuAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "step = 1\n",
    "frames = np.arange(stop=error_per_person.shape[1], step=step)\n",
    "\n",
    "_ = plt.figure(figsize=(15,12))\n",
    "plt.plot(frames, score_process(np.amax(error_per_person, axis=0))[::step])\n",
    "\n",
    "plt.plot(frames, (gt/2)[::step])\n",
    "plt.yscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "step = 1\n",
    "frames = np.arange(stop=error_per_person.shape[1], step=step)\n",
    "\n",
    "_ = plt.figure(figsize=(15,12))\n",
    "\n",
    "\n",
    "# for i in range(error_per_person.shape[0]):\n",
    "\n",
    "\n",
    "plt.plot(frames, error_per_person[3,::step])#+error_per_person[2,::step])\n",
    "plt.plot(frames, error_per_person[7,::step])\n",
    "plt.plot(frames, error_per_person[6,::step])\n",
    "plt.plot(frames, (gt/2)[::step])\n",
    "plt.yscale('log')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 3 4 5 6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "error_per_person[8,:100] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 0 + 2 + 5 -> girl who talks \n",
    "# 1 + 9 -> girl who goes to the background\n",
    "# 3 + 7first + 6 -> man who goes to the foreground\n",
    "# 7second -> man who walks bad\n",
    "# 8 -> other man who walks bad"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generate $\\LaTeX$ table for HR-UBnormal "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import re\n",
    "\n",
    "stats_path = './data/ubnormal/stats.json'\n",
    "df = pd.read_json(stats_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "inverted_version_mapping = {'51':'fog', '52':'fire', '53':'smoke'}\n",
    "\n",
    "def translate_to_original_name(clip_name):\n",
    "\n",
    "    global inverted_version_mapping\n",
    "\n",
    "    scene_id, clip_id = clip_name.split('.')[0].split('_')\n",
    "\n",
    "    original_name = 'normal' if scene_id[0] == '1' else 'abnormal'\n",
    "    original_name += '_scene_' + f'{int(scene_id[1:])}' + f'_scenario_{int(clip_id[:2])}'\n",
    "    \n",
    "    if scene_id[0] == '1':\n",
    "        if int(clip_id[2:]) != 0:\n",
    "            original_name += f'_{inverted_version_mapping.get(clip_id[2:], int(clip_id[2:]))}'\n",
    "    else:\n",
    "        if clip_id[2:] in inverted_version_mapping.keys():\n",
    "            original_name += f'_{inverted_version_mapping[clip_id[2:]]}'\n",
    "\n",
    "    return original_name, int(scene_id[1:])\n",
    "\n",
    "\n",
    "def print_latex(results:pd.DataFrame, header, path):\n",
    "    \"\"\"\n",
    "    Print the results into a LaTeX formatted string.\n",
    "\n",
    "    :param results: list of file paths to the results or pd.DataFrame\n",
    "\n",
    "    :return LaTeX string\n",
    "    \"\"\"\n",
    "    \n",
    "    results.columns = header\n",
    "    # results.index = results.index.set_levels(results.index.levels[2].str.replace('Ndcg', 'NDCG').str.replace('-score', '') \\\n",
    "    #                                 .str.replace('Precision', 'P').str.replace('Recall', 'R'), level=2)\n",
    "    latex = results.to_latex(path, bold_rows=True, escape=False, multicolumn=True, multirow=True, longtable=False, index=False)\n",
    "    return latex"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_global_stats = df[:6][['global_stats']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>global_stats</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>total_number_video_frames</th>\n",
       "      <td>92640.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>discarded_frames</th>\n",
       "      <td>2151.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>percentage_discarded</th>\n",
       "      <td>2.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_normal_frames</th>\n",
       "      <td>42982.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_anomalous_frames</th>\n",
       "      <td>47507.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>percentage_anomalous</th>\n",
       "      <td>52.50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           global_stats\n",
       "total_number_video_frames      92640.00\n",
       "discarded_frames                2151.00\n",
       "percentage_discarded               2.32\n",
       "total_normal_frames            42982.00\n",
       "total_anomalous_frames         47507.00\n",
       "percentage_anomalous              52.50"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_global_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_clip_stats = df[6:][['details']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>details</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>001_0100.npy</th>\n",
       "      <td>{'number_video_frames': 131, 'discarded_frames...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>001_0200.npy</th>\n",
       "      <td>{'number_video_frames': 151, 'discarded_frames...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>001_0400.npy</th>\n",
       "      <td>{'number_video_frames': 451, 'discarded_frames...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>001_0500.npy</th>\n",
       "      <td>{'number_video_frames': 451, 'discarded_frames...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>001_0600.npy</th>\n",
       "      <td>{'number_video_frames': 151, 'discarded_frames...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                        details\n",
       "001_0100.npy  {'number_video_frames': 131, 'discarded_frames...\n",
       "001_0200.npy  {'number_video_frames': 151, 'discarded_frames...\n",
       "001_0400.npy  {'number_video_frames': 451, 'discarded_frames...\n",
       "001_0500.npy  {'number_video_frames': 451, 'discarded_frames...\n",
       "001_0600.npy  {'number_video_frames': 151, 'discarded_frames..."
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clip_stats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_clip_stats.reset_index(inplace=True)\n",
    "df_clip_stats.columns = ['clip_name', 'details']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_clip_stats['clip_name'] = df_clip_stats['clip_name'].apply(lambda x: r'\\verb|'+translate_to_original_name(x)[0]+'|')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>clip_name</th>\n",
       "      <th>details</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>\\verb|abnormal_scene_1_scenario_1|</td>\n",
       "      <td>{'number_video_frames': 131, 'discarded_frames...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>\\verb|abnormal_scene_1_scenario_2|</td>\n",
       "      <td>{'number_video_frames': 151, 'discarded_frames...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>\\verb|abnormal_scene_1_scenario_4|</td>\n",
       "      <td>{'number_video_frames': 451, 'discarded_frames...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>\\verb|abnormal_scene_1_scenario_5|</td>\n",
       "      <td>{'number_video_frames': 451, 'discarded_frames...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>\\verb|abnormal_scene_1_scenario_6|</td>\n",
       "      <td>{'number_video_frames': 151, 'discarded_frames...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            clip_name  \\\n",
       "0  \\verb|abnormal_scene_1_scenario_1|   \n",
       "1  \\verb|abnormal_scene_1_scenario_2|   \n",
       "2  \\verb|abnormal_scene_1_scenario_4|   \n",
       "3  \\verb|abnormal_scene_1_scenario_5|   \n",
       "4  \\verb|abnormal_scene_1_scenario_6|   \n",
       "\n",
       "                                             details  \n",
       "0  {'number_video_frames': 131, 'discarded_frames...  \n",
       "1  {'number_video_frames': 151, 'discarded_frames...  \n",
       "2  {'number_video_frames': 451, 'discarded_frames...  \n",
       "3  {'number_video_frames': 451, 'discarded_frames...  \n",
       "4  {'number_video_frames': 151, 'discarded_frames...  "
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clip_stats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_clip_stats = pd.concat([df_clip_stats[['clip_name']], pd.json_normalize(df_clip_stats['details'])], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>clip_name</th>\n",
       "      <th>number_video_frames</th>\n",
       "      <th>discarded_frames</th>\n",
       "      <th>percentage_discarded</th>\n",
       "      <th>normal_frames</th>\n",
       "      <th>anomalous_frames</th>\n",
       "      <th>percentage_anomalous</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>\\verb|abnormal_scene_1_scenario_1|</td>\n",
       "      <td>131</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63</td>\n",
       "      <td>68</td>\n",
       "      <td>51.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>\\verb|abnormal_scene_1_scenario_2|</td>\n",
       "      <td>151</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>76</td>\n",
       "      <td>75</td>\n",
       "      <td>49.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>\\verb|abnormal_scene_1_scenario_4|</td>\n",
       "      <td>451</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>316</td>\n",
       "      <td>135</td>\n",
       "      <td>29.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>\\verb|abnormal_scene_1_scenario_5|</td>\n",
       "      <td>451</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>384</td>\n",
       "      <td>67</td>\n",
       "      <td>14.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>\\verb|abnormal_scene_1_scenario_6|</td>\n",
       "      <td>151</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>92</td>\n",
       "      <td>59</td>\n",
       "      <td>39.07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                            clip_name  number_video_frames  discarded_frames  \\\n",
       "0  \\verb|abnormal_scene_1_scenario_1|                  131                 0   \n",
       "1  \\verb|abnormal_scene_1_scenario_2|                  151                 0   \n",
       "2  \\verb|abnormal_scene_1_scenario_4|                  451                 0   \n",
       "3  \\verb|abnormal_scene_1_scenario_5|                  451                 0   \n",
       "4  \\verb|abnormal_scene_1_scenario_6|                  151                 0   \n",
       "\n",
       "   percentage_discarded  normal_frames  anomalous_frames  percentage_anomalous  \n",
       "0                   0.0             63                68                 51.91  \n",
       "1                   0.0             76                75                 49.67  \n",
       "2                   0.0            316               135                 29.93  \n",
       "3                   0.0            384                67                 14.86  \n",
       "4                   0.0             92                59                 39.07  "
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_clip_stats.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_clip_stats = df_clip_stats[(df_clip_stats['clip_name'].str.contains('abnormal')) & (df_clip_stats['discarded_frames'] > 0)]\n",
    "df_clip_stats.drop(['normal_frames', 'anomalous_frames'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_26991/161019398.py:34: FutureWarning: In future versions `DataFrame.to_latex` is expected to utilise the base implementation of `Styler.to_latex` for formatting and rendering. The arguments signature may therefore change. It is recommended instead to use `DataFrame.style.to_latex` which also contains additional functionality.\n",
      "  latex = results.to_latex(path, bold_rows=True, escape=False, multicolumn=True, multirow=True, longtable=False, index=False)\n"
     ]
    }
   ],
   "source": [
    "header = [r'\\textbf{Clip}', r'\\textbf{Length}', \n",
    "          r'\\textbf{Discarded}', r'\\textbf{\\% discarded}', #r'\\textbf{Normal frames}', r'\\textbf{Abnormal frames}', \n",
    "          r'\\textbf{\\% abnormality}']\n",
    "\n",
    "path = './longtable.tex'\n",
    "\n",
    "print_latex(df_clip_stats, header, path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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